{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:55:17.890800Z",
     "start_time": "2021-07-25T04:55:17.887509Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:39:09.629043Z",
     "start_time": "2021-07-25T04:39:09.462948Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TradingDay</th>\n",
       "      <th>InstrumentID</th>\n",
       "      <th>LastPrice</th>\n",
       "      <th>PreSettlementPrice</th>\n",
       "      <th>PreClosePrice</th>\n",
       "      <th>PreOpenInterest</th>\n",
       "      <th>OpenPrice</th>\n",
       "      <th>HighestPrice</th>\n",
       "      <th>LowestPrice</th>\n",
       "      <th>Volume</th>\n",
       "      <th>...</th>\n",
       "      <th>LowerLimitPrice</th>\n",
       "      <th>UpdateTime</th>\n",
       "      <th>BidPrice1</th>\n",
       "      <th>BidVolume1</th>\n",
       "      <th>AskPrice1</th>\n",
       "      <th>AskVolume1</th>\n",
       "      <th>ActionDay</th>\n",
       "      <th>Type</th>\n",
       "      <th>Seqno</th>\n",
       "      <th>LocalTime</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UpdateTime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-05-14 09:29:00.100</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>148</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 09:29:00.100000</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>4</td>\n",
       "      <td>6449.0</td>\n",
       "      <td>10</td>\n",
       "      <td>20210514</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-05-14 09:29:00.246680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-14 09:30:00.100</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6451.4</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6451.4</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>176</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 09:30:00.100000</td>\n",
       "      <td>6451.2</td>\n",
       "      <td>1</td>\n",
       "      <td>6451.4</td>\n",
       "      <td>1</td>\n",
       "      <td>20210514</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-05-14 09:30:00.123934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-14 09:30:00.600</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6451.6</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6453.6</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>210</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 09:30:00.600000</td>\n",
       "      <td>6453.4</td>\n",
       "      <td>1</td>\n",
       "      <td>6453.6</td>\n",
       "      <td>1</td>\n",
       "      <td>20210514</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2021-05-14 09:30:00.644171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-14 09:30:01.100</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6453.2</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6453.8</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>241</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 09:30:01.100000</td>\n",
       "      <td>6453.0</td>\n",
       "      <td>5</td>\n",
       "      <td>6453.2</td>\n",
       "      <td>1</td>\n",
       "      <td>20210514</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-05-14 09:30:01.319139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-14 09:30:01.600</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6452.4</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6453.8</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>261</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 09:30:01.600000</td>\n",
       "      <td>6451.2</td>\n",
       "      <td>10</td>\n",
       "      <td>6452.4</td>\n",
       "      <td>8</td>\n",
       "      <td>20210514</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-05-14 09:30:01.615757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-14 14:59:59.600</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6545.2</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>6416.0</td>\n",
       "      <td>54135</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 14:59:59.600000</td>\n",
       "      <td>6545.2</td>\n",
       "      <td>2</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210514</td>\n",
       "      <td>7</td>\n",
       "      <td>26553</td>\n",
       "      <td>2021-05-14 14:59:59.766838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-14 15:00:00.100</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6545.2</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>6416.0</td>\n",
       "      <td>54137</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 15:00:00.100000</td>\n",
       "      <td>6545.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210514</td>\n",
       "      <td>8</td>\n",
       "      <td>26554</td>\n",
       "      <td>2021-05-14 15:00:00.107204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-14 15:27:13.100</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6545.2</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>6416.0</td>\n",
       "      <td>54137</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 15:27:13.100000</td>\n",
       "      <td>6545.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210514</td>\n",
       "      <td>0</td>\n",
       "      <td>26555</td>\n",
       "      <td>2021-05-14 15:27:13.207256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-14 15:32:15.100</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6545.2</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>6416.0</td>\n",
       "      <td>54137</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 15:32:15.100000</td>\n",
       "      <td>6545.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210514</td>\n",
       "      <td>0</td>\n",
       "      <td>26556</td>\n",
       "      <td>2021-05-14 15:32:15.163180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-05-14 15:40:14.100</th>\n",
       "      <td>20210514</td>\n",
       "      <td>IC2105</td>\n",
       "      <td>6545.2</td>\n",
       "      <td>6429.0</td>\n",
       "      <td>6435.0</td>\n",
       "      <td>65360.0</td>\n",
       "      <td>6448.8</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>6416.0</td>\n",
       "      <td>54137</td>\n",
       "      <td>...</td>\n",
       "      <td>5786.2</td>\n",
       "      <td>2021-05-14 15:40:14.100000</td>\n",
       "      <td>6545.0</td>\n",
       "      <td>6</td>\n",
       "      <td>6546.0</td>\n",
       "      <td>1</td>\n",
       "      <td>20210514</td>\n",
       "      <td>0</td>\n",
       "      <td>26557</td>\n",
       "      <td>2021-05-14 15:40:14.149629</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26556 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         TradingDay InstrumentID  LastPrice  \\\n",
       "UpdateTime                                                    \n",
       "2021-05-14 09:29:00.100    20210514       IC2105     6448.8   \n",
       "2021-05-14 09:30:00.100    20210514       IC2105     6451.4   \n",
       "2021-05-14 09:30:00.600    20210514       IC2105     6451.6   \n",
       "2021-05-14 09:30:01.100    20210514       IC2105     6453.2   \n",
       "2021-05-14 09:30:01.600    20210514       IC2105     6452.4   \n",
       "...                             ...          ...        ...   \n",
       "2021-05-14 14:59:59.600    20210514       IC2105     6545.2   \n",
       "2021-05-14 15:00:00.100    20210514       IC2105     6545.2   \n",
       "2021-05-14 15:27:13.100    20210514       IC2105     6545.2   \n",
       "2021-05-14 15:32:15.100    20210514       IC2105     6545.2   \n",
       "2021-05-14 15:40:14.100    20210514       IC2105     6545.2   \n",
       "\n",
       "                         PreSettlementPrice  PreClosePrice  PreOpenInterest  \\\n",
       "UpdateTime                                                                    \n",
       "2021-05-14 09:29:00.100              6429.0         6435.0          65360.0   \n",
       "2021-05-14 09:30:00.100              6429.0         6435.0          65360.0   \n",
       "2021-05-14 09:30:00.600              6429.0         6435.0          65360.0   \n",
       "2021-05-14 09:30:01.100              6429.0         6435.0          65360.0   \n",
       "2021-05-14 09:30:01.600              6429.0         6435.0          65360.0   \n",
       "...                                     ...            ...              ...   \n",
       "2021-05-14 14:59:59.600              6429.0         6435.0          65360.0   \n",
       "2021-05-14 15:00:00.100              6429.0         6435.0          65360.0   \n",
       "2021-05-14 15:27:13.100              6429.0         6435.0          65360.0   \n",
       "2021-05-14 15:32:15.100              6429.0         6435.0          65360.0   \n",
       "2021-05-14 15:40:14.100              6429.0         6435.0          65360.0   \n",
       "\n",
       "                         OpenPrice  HighestPrice  LowestPrice  Volume  ...  \\\n",
       "UpdateTime                                                             ...   \n",
       "2021-05-14 09:29:00.100     6448.8        6448.8       6448.8     148  ...   \n",
       "2021-05-14 09:30:00.100     6448.8        6451.4       6448.8     176  ...   \n",
       "2021-05-14 09:30:00.600     6448.8        6453.6       6448.8     210  ...   \n",
       "2021-05-14 09:30:01.100     6448.8        6453.8       6448.8     241  ...   \n",
       "2021-05-14 09:30:01.600     6448.8        6453.8       6448.8     261  ...   \n",
       "...                            ...           ...          ...     ...  ...   \n",
       "2021-05-14 14:59:59.600     6448.8        6546.0       6416.0   54135  ...   \n",
       "2021-05-14 15:00:00.100     6448.8        6546.0       6416.0   54137  ...   \n",
       "2021-05-14 15:27:13.100     6448.8        6546.0       6416.0   54137  ...   \n",
       "2021-05-14 15:32:15.100     6448.8        6546.0       6416.0   54137  ...   \n",
       "2021-05-14 15:40:14.100     6448.8        6546.0       6416.0   54137  ...   \n",
       "\n",
       "                         LowerLimitPrice                  UpdateTime  \\\n",
       "UpdateTime                                                             \n",
       "2021-05-14 09:29:00.100           5786.2  2021-05-14 09:29:00.100000   \n",
       "2021-05-14 09:30:00.100           5786.2  2021-05-14 09:30:00.100000   \n",
       "2021-05-14 09:30:00.600           5786.2  2021-05-14 09:30:00.600000   \n",
       "2021-05-14 09:30:01.100           5786.2  2021-05-14 09:30:01.100000   \n",
       "2021-05-14 09:30:01.600           5786.2  2021-05-14 09:30:01.600000   \n",
       "...                                  ...                         ...   \n",
       "2021-05-14 14:59:59.600           5786.2  2021-05-14 14:59:59.600000   \n",
       "2021-05-14 15:00:00.100           5786.2  2021-05-14 15:00:00.100000   \n",
       "2021-05-14 15:27:13.100           5786.2  2021-05-14 15:27:13.100000   \n",
       "2021-05-14 15:32:15.100           5786.2  2021-05-14 15:32:15.100000   \n",
       "2021-05-14 15:40:14.100           5786.2  2021-05-14 15:40:14.100000   \n",
       "\n",
       "                         BidPrice1  BidVolume1  AskPrice1  AskVolume1  \\\n",
       "UpdateTime                                                              \n",
       "2021-05-14 09:29:00.100     6448.8           4     6449.0          10   \n",
       "2021-05-14 09:30:00.100     6451.2           1     6451.4           1   \n",
       "2021-05-14 09:30:00.600     6453.4           1     6453.6           1   \n",
       "2021-05-14 09:30:01.100     6453.0           5     6453.2           1   \n",
       "2021-05-14 09:30:01.600     6451.2          10     6452.4           8   \n",
       "...                            ...         ...        ...         ...   \n",
       "2021-05-14 14:59:59.600     6545.2           2     6546.0           1   \n",
       "2021-05-14 15:00:00.100     6545.0           6     6546.0           1   \n",
       "2021-05-14 15:27:13.100     6545.0           6     6546.0           1   \n",
       "2021-05-14 15:32:15.100     6545.0           6     6546.0           1   \n",
       "2021-05-14 15:40:14.100     6545.0           6     6546.0           1   \n",
       "\n",
       "                        ActionDay  Type  Seqno                   LocalTime  \n",
       "UpdateTime                                                                  \n",
       "2021-05-14 09:29:00.100  20210514     0      2  2021-05-14 09:29:00.246680  \n",
       "2021-05-14 09:30:00.100  20210514     1      3  2021-05-14 09:30:00.123934  \n",
       "2021-05-14 09:30:00.600  20210514     4      4  2021-05-14 09:30:00.644171  \n",
       "2021-05-14 09:30:01.100  20210514     9      5  2021-05-14 09:30:01.319139  \n",
       "2021-05-14 09:30:01.600  20210514     9      6  2021-05-14 09:30:01.615757  \n",
       "...                           ...   ...    ...                         ...  \n",
       "2021-05-14 14:59:59.600  20210514     7  26553  2021-05-14 14:59:59.766838  \n",
       "2021-05-14 15:00:00.100  20210514     8  26554  2021-05-14 15:00:00.107204  \n",
       "2021-05-14 15:27:13.100  20210514     0  26555  2021-05-14 15:27:13.207256  \n",
       "2021-05-14 15:32:15.100  20210514     0  26556  2021-05-14 15:32:15.163180  \n",
       "2021-05-14 15:40:14.100  20210514     0  26557  2021-05-14 15:40:14.149629  \n",
       "\n",
       "[26556 rows x 25 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('IC2105.gz').iloc[1:]\n",
    "df.index = pd.to_datetime(df['UpdateTime'])\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:39:59.594548Z",
     "start_time": "2021-07-25T04:39:59.590595Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['TradingDay', 'InstrumentID', 'LastPrice', 'PreSettlementPrice',\n",
       "       'PreClosePrice', 'PreOpenInterest', 'OpenPrice', 'HighestPrice',\n",
       "       'LowestPrice', 'Volume', 'Turnover', 'OpenInterest', 'ClosePrice',\n",
       "       'SettlementPrice', 'UpperLimitPrice', 'LowerLimitPrice', 'UpdateTime',\n",
       "       'BidPrice1', 'BidVolume1', 'AskPrice1', 'AskVolume1', 'ActionDay',\n",
       "       'Type', 'Seqno', 'LocalTime'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:40:53.410807Z",
     "start_time": "2021-07-25T04:40:53.258567Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['LastPrice'].plot(figsize=(12,6))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:47:04.278306Z",
     "start_time": "2021-07-25T04:47:03.982365Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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erXVbcPX9wGcxWechaa27tNYbQscAdgAjC++FEBetUMBsTQw2oA+WZGTGeeiQgFkIIcQ4Gk4NcxnQCDyqlHpdKfWwUipJKXUjcEprvSvGPqXBbV9USq3pvzJY4nED8PzZnLwQ4iISDJjtjr6D/rJsHtq6zi5gvvPx1/nbzlNndQwhhBCT13BKMmzAEuAOrfVWpdSDwN2YrPM1MbavBYq01s1KqaXAX5VS87TWHQBKKRvwGPB9rfXRWE+olPoQ8CGA3NxcKioqRnZVY8Dtdk/I84qxJ/dycvB1dQBw6NgJ9nVWgNasVTbiPE3UeTvO6h4/tbuThvp6UtsOjc3JiiHJv8nJQ+7l5CH3cmjDCZhPAie11luDj5/ABMylwC6lFJjSih1KqRVa6zrAC6C13q6UOgLMBF4L7v8QcEhr/cBgT6i1fii4HcuWLdPl5eUju6oxUFFRwUQ8rxh7ci8nhyP7tgCwdMVK7CUrzMJXUylwWOjx2kZ9jwMBTc/T/yKQkEp5+coxOlsxFPk3OXnIvZw85F4O7YwlGcEA+IRSalZw0ZXADq11jta6RGtdggmql2it65RS2UopK4BSqgyYARwNPv4qkAp8csyvRAgxqVl6TZeMeIczstDuJIUuOjw+AoHRtVry9gYAqO/wnPU5CiGEmJyG2yXjDuC3we4WR4Hbh9h2LfAVpVQvpn3ch7XWLUqpQuCLQBUmGw3wQ631w6M+eyHERcPSa2qYlT05sjDBSVJPJ1qDy9tLamLciI/b7fMDUNvuQWtN8P8mIYQQImxYAbPWeiewbIj1JVE//wn4U4xtTgLyl0gIMSo2vwmYiY8OmFNxeFwAtHf5zipg9vYGaO/2keaIP+tzFUIIMbnITH9CiAuCNRAsmYgOmO1O7P5OgFFPXuIJBsxgssxCCCFEfxIwCyEuCPH+brzEgzXqg7GEVOJ7gxnmUQbM3T2RgLlO6piFEELEIAGzEOKCEBfw4LUk9l2YkIrNd3YBc3SGuU4yzEIIIWKQgFkIcUGID3QPDJjtTqw+NxYCo88wS8AshBDiDCRgFkKc93z+APHag8/q6LsiOD12Mt1jU5IhAbMQQogYhttWTgghzon2bh+VtR1U1naw/3QHlXUdHKxz8wtLN722pL4bJ6QCkGntpq27Z1TPF8owJ8VbpYZZCCFETBIwCyEmhNaak63d7A8GxvuDQfLJ1u7wNlnJ8czJd3L76hJKd/WQm1PY9yB2k2HOS/DRMcoMs9dnJi4pyUqSDLMQQoiYJGAWQow7j8/PoXq3yRpHZY5dnl4ALArKspO5pCidd19azJz8FOYWOMlJSQgfo3OPB1tCSt8DB0sycuO9Z13DXJKVxOZDTaM6hhBCiMlNAmYhxJhqdnvD2eJQ5vhIYyf+4NTVSfFWZuc7uWnxFOYWOJmT72RWbgqJ8daBB+tug/p9ULcHu7elbw9mCGeYc+O97D3LgLk0M4knd9fS3eOPfS5CCCEuWhIwCyFGxR/QVDd3mmxxVOa4weUNb1OQmsCcfCfXzstjbr4JjosyHFgs/Sb91Bpaq6FuL9TtMV/1e6CtJrxJIC4Vpl3Rd7/ENACy485+0F9JlqmPruvwUJqVNNQuQgghLjISMAshzqjT20tVnatPYHygzhXOztosihm5KayekcXcfGc4OE5PijHNtM8DdZWR4Lh+r/nZ2x7cQEHmdJiyDJbeDnkLIG8BL79WSfnC9X2P5cgEIMvipt09+j7MdpuFglRT/lHb3i0BsxBCiD4kYBZChGmtqe/wsr+2ncpaV7ikorq5E20qKkhNjGNuvpN3rigKllSkMD0nGbstRhlDZ1MkYxwKjhsPgA62cotLgtx5sOCWcGBMzhyIjxGwqqqBy+xOsNjIVG7aukZfkpEYbyUvGDDXS6cMIYQQ/UjALMRFyucPcKTRPaCkojUq8CzOdDAnz8nNl0wxWeMCJwWpCSjVr6Qi4IemQwODY1dtZBvnFMidD7PeAHnzIW8hpJeC5SzawSsFiRmkYgYQ+gMaa/9yjzPw+PwkxkUC5hMt3WfYQwghxMVGAmYhLgKh3sbRwfGhejc9ftNSzW6zMDsvxdQaF5iSill5KaQkxA08mNcNDfv7BscN+8HXZdZbbJA9G0rXBbPG8yF3ASRljs/FOTJxBsz02C6PjzRHjDKQIXT7AiTEWXHE25idl8LWY83AjHE4USGEEBcqCZiFmERCvY33RfU13n+6g1NtfXsbzy1I7VNvXJqVhM1q6X8w6Dg9MGvcfAQI1mckpJpgeMl7I8Fx9myw2c/dRTsySXKZ+uf27lEEzD1+EuJMOcmq6Vn85pXjeHyRZUIIIYQEzEJcoEK9jffXtgczx2ZQnsvbt7fxkuJ03nNZcbjeOLq3cZjfB/WhgXi7I8FxV3Nkm/QSU1Kx4O2R4Dh1qimLmEiOdBJbKwFo6/JRPMJEtinJMG8WVs/I4pHNx9h2rIW1M7PH+kyFEEJcoCRgFuIC0OT2Diip6N/beE6+k5sumRIuqZg5ZG/jvVEt3HZDYxX4g1NLW+2QOzdYa7zQBMe588KThJx3HJkk+EyG+fnKehZNTRvR7qFBfwCXlmYQb7Xw0uEmCZiFEEKEScAsxHnEH9Aca+oMB8WVg/Q2nlsQ6W08t8DJ1PShehvv6dvfuD3S2xhHFuQvhLIPR4LjzOlgvYD+a3BkYvO08MYFefx80zHes7I4dhZ9EN09ftIdplbbEW9jSXEamw418YXxOl8hhBAXnAvor6IQk0uot/H+qMxxVV0HHp8ZiBdnVUzPSWHNjOzwVNFz852xa3TDvY339O1v7O0IbqAgawYULoNltweD4/mQnDvxJRVnKzEDtJ/PlufzzL56vv/8Ib5604Jh7+7p7VuvvGZGNt9+5gBNbi9ZyeewFlsIIcR5SwJmIcaZ1pq6Dk+fqaIra10xexu/a0VxODCenpNMvC1Gy7XOpmCdcVTWuOlg397GefNhwduCtcYLg72NHefuos+l4OQlxYke3rmiiMe21XDHFTPIdQ4vy+zp6Rswr5qexbefOcCWI83csKggvHzbsRbe+4tt+PwBpqQn8uyn1sW+P0IIISYdCZiFGEM+f4DDDe5+wfHA3sZz8yO9jecWOMkfsrdxv+DYXRfZxjnFBMWz3xiZ+ONsextfaIIBM10t3LxkGr955Ti7T7Zz9dzhBczdwT7MIXPyU1AKjjS6+2z32vEWun1+rpmby7/313OitYtp2cljdhlCCCHOXxIwCzFK7V2+SJ1x8Hus3sbXzc9jTv5wextHBcexehtPW286VYSCY0fGObzi81ToNehqZlbxYgCqaju4em7usHaPHvQHYLdZyXcmUNPc1We7muYuspLj+X/ryvj3/npqmiVgFkKIi4UEzEKcgdaaEy3dpn1bcLroytr+vY3tzC1whuuN5xU4Kck8U2/jqOC45Sh9ehvnLYSl74sEx9mzzm1v4wtJOGBuIcluozjTQVWda1i7BgIaT3DikmhTMxzUtPQLmFu6mJrhYGqGI/xYCCHExUECZiGieHx+Dta7+pRUVNW6BvQ2Xjqi3sZ7+n51t0S2SS8xAfGid0SC49TCC38g3rkULskwPaNn56VQWdcxxA4R3l7zaUBiv4C5ONPBhgONfZYdb+5ieUk62cl2EuOsHG+WgFkIIS4WEjCLi1aT29unr/H+0x0cbRrY2/jmJVPCJRVn7m0c6lLRr7exLcEMvJvzJjMz3vne2/hCYneakpVwwOzk2f31dPf4Y9+rKB6fGSgZmrgkpCjDQaPLGz5GT2+A2vZuijKmoJSiKEYGWgghxOQlAbOY9AJac7jB3aev8f7aDhpj9Da+PlRvPKzexlEt3KJ7Gydlm4B42kciwfGF1tv4QqKUaS0XzNzPyU8hoOFQg4uFhWlD7todDJj7l2QUZSYBcKK1i5m5KZxu6yagI8uLMh0DapyFEEJMXvIXXEwqprdxKCg2PY4rT3XR88yLQKS38doR9zYOBsfRvY2VxQTCU5fD8vdHguOU4Q02E2PIkdknwwxQVTv8gLl/JrooWKd8vNkEzMeD2eSiDAccfo7PNn+Xm1ruQGs9sLuJEEKISWdYAbNSKg14GJiPGZn0fq31luC6u4BvA9la6yalVAlQCRwI7v6K1vrDwW2XAr8EEoF/AXdqHepEK8TwhXob7z8dnPQjGCQfb+ka0Nt4/VQbV6+YN3RvY3cj1PfLGkf3No5PNiUUC98eLKdYMLl7G19oHBnQ1QqYoDYxzjqsOubuntgZ5uJ+A/tC34vTbPDr/2JGezXJvnfR6PaOaFZBIYQQF6bhZpgfBJ7WWt+ilIoHHABKqanA1UBNv+2PaK0XxzjOT4APAa9gAubrgKdGcd7iItLTG+BIo7tPX+P9tR20xeht/NYlheGSilBv44qKCsqXFpoNA35oPDgwOO7T27jQTPwx502RgXgXW2/jC40jA5oOA2CxKGbmpVBVe+ZOGZEa5r4Bc5ojjhS7jZrmTgBqmjux2yxkH3zclOQAWaqdmuYuCZiFEOIicMaAWSnlBNYC7wPQWvcAwZFM3A98FvjbMI6TDzijMtO/Bm5CAmYRJdTbOLre+FCDC5/fpI1DvY2vn5/H3Hwnc/KdzM53kmyP8asc7G1ccOop+MdfgiUV+6A32A7OYoPsOaa3cd6CSHAsvY0vPI5M6NoafjgnL4Vn9tWdsWRisJIMpVSf1nI1LV3MSgfLxvsgKQc6G8hW7dS0dLGsRH5fhBBishtOhrkMaAQeVUotArYDdwJXAqe01rti/EEqVUq9DnQAX9JabwKmACejtjkZXDaAUupDmEw0ubm5VFRUDPuCxorb7Z6Q571YBLSmqVtT0xGgxhXghCtATUeAZk+kQscZryhyWri6yEZRioUip4Vch8Jq6QVawNuCuxpeO6axe5tJ6qwm2X2UZPcxkt3VJHbXotDMBHy2ZNzJJbjzrsKdXEZnUgmdSVPRluAkIl6gRkPN7gl4NcRwDPVvsrTRzdSuZjZu2ABKYXP7aO3y8cRTG8h2DP7JwOsNpl3gvl2v01ndN2h2BDxUnnRRUVHB/ppu3matAE8jlbM/xZyq+8lS7by4fT8ZHYfH6AovHvL/6+Qh93LykHs5tOEEzDZgCXCH1nqrUupB4G5M1vmaGNvXAkVa6+ZgzfJflVLzgFhpnpj1y1rrh4CHAJYtW6bLy8uHcZpjq6Kigol43sko1Ns4uqSistaFu19v41WznMG+xmfobdx4IKqFW6zexqVQstRM/pG3gC3H3Ky89hbSlSL9HF2zGHtD/puM3ws1T1C+cgkkpFJQ7+L/Kjfiz5pO+YqiQY/Zses07Hid1StXMD0npc+6LV2V7H6pmjVr19HywjOsyG0Gv4M5N/8XfON+yhI6OezMobx88dhd5EVC/n+dPOReTh5yL4c2nID5JHBSax36vPMJTMBcCoSyy4XADqXUCq11HSZfh9Z6u1LqCDAzeJzCqOMWAqfH4iLE+aPR5e3T17iytoMjjW6CrY1JttuYnZfCW5ZMCZdUzMpLGTDoCoDu1khnilBgPKC38VxTaxwMjsmZO6C3sbe2QiYCmeyipscmIZUZOcnkOu1sPtzEO4YImD2DDPoD0zquxx+gsraDzh4/xb3HzO+XPQXikiiO7+QF6cUshBAXhTMGzFrrOqXUCaXULK31AUwpxg6t9ZWhbZRS1cCyYJeMbKBFa+1XSpUBM4CjWusWpZRLKXUZsBW4DfjBeFyUGH/+gOZYkzs8VXQocxzd23hKWiJz8oP1xsHM8aC9jVuO9csa743R23hhsN54oak3lt7GIiQ0298T/wmphaibfsKq6VlUHGgkENADf+eCumMN+uvpgqc+w6wptwLwyd/vBDRZnYeh9M1mm+RsCgKucLs5IYQQk9two407gN8GO2QcBW4fYtu1wFeUUr2AH/iw1jr0eflHiLSVewoZ8HdBcHt7qYrqTrG/1sWBug48PjOtcHRv49BU0UP2Nq7d3zc4rt/Xr7fxDJi6wvQ2DrVwk97GYihTlsL0q0yGufLvsOAWVk9fyp93nGJ/bQfzp6TG3C3moL+tP4HX/48FSVO4cvbVdHh83DTNQtypNvNGDSAphyx3R5/ZAIUQQkxewwqYtdY7gWVDrC+J+vlPwJ8G2e41TC9ncR7SWlPb7ukzXXRlbQfVUTOapTnimJPn5N2XFodLKobsbVy3u++U0QN6G8+P9DbOW2C6VkhvYzFSSVnwnj+ZGvdvlcKRDaxedy0Amw41DR4wh0oybMGAt6sFNj8IgL25kkfe999m+aHn4LeYXtwAyTmkdphW8zUtXczK61v/LIQQYnKRz7MvUj29AQ43uPvWG9f17W1ckulgTrC3caikItTbuI8BvY2DwfGA3sYLgvXGweA4rUR6G4uxZY2DktVwtIKcGxKYlZvCC1X1lM/KDm9SkJZIaqLpjuLp9WO3WSIlG5u+Cz0uyJlnPvkIqd9rvufONd+Tskns2QJIwCyEEBcDCZgvAm1dPcFscaTe+HD/3sb5znBv47kFTmblDdHbuH5f3+C4fn9Ub+M4yJ4N064wk3+E+htLb2NxrkxbDwefgtZq1s3K5qGNR7n+wU3h1fOnOPnnHWsAM+gvPOCv7QRsewgWvQvSpkLFN6GnE+KTzO+8sxASg31WknOweVqw4ud4cHITIYQQk5cEzJNIIKA50drVr6TCxam27vA22Sl25uQ7WTfT1BvPzU+hJDMJm7VfpldraD8VDIijguOWY4S7ASakmYB42fsjwXHWLLDFqF0W4lwpKzffj2zgjivew9LidHRwvvSKA408/uoJ6js85DoT6Pb5IwP+Kr4BKFj/BTj9OqChoQoKl5qAOVSOAZCUjUIz1d7NCRn4J4QQk54EzBcoj8/PgTpXnxnxqur69jaelp3M0uJ0bl0ZqTfOTrEPPJjfB3X7g8HxXlN3XLd3YG/jvAWw6J2RkgrnFGnXJs4/WTMhpQCObiBl2e1cOy8vvKow3cHjr55g86Em3rq0kG5fwAzYq98HO38Hl38cUgsjrQvr95rf9aYDMDOq7XxyDgDzUz3h2QCFEEJMXhIwXwAaXd4+gfH+2g6O9uttPCd/tL2Nd5uJQAb0Nr4hEhjH6G0sxHlLKVOWUfWkqa+3RP4dzO18lXclbmPz4SkmYA6VZDx/L9idsPrTZsO0EohLgob9JlgO9EY6ZICZHhuYmdzNXyVgFkKISU8C5vNIqLfxvtPBeuNggNzk7t/b2MkbztTbOBAw5RPhrHGwpKL9RGSbpBwTEE+7MhIcZ0yT3sbiwjf7TbDzt7Drcbjk3WaZpx3LXz7Il5SXKw5djtYaj89PttUNB5+GNf8VqbW3WMwAv/p9sP2XoKww9dLI8YMZ5tKELk4e7x6y17MQQogLn0RGEyTU27h/SYW3N9LbeEZOSlStselvHLu3cTfUVvYLjvea0f4Q1dv4Ulj+AVNvLL2NxWQ263rTm3nD12H+WyEuAV76PnS34ADyuqs4WH85Hp+fNYE9gIaZ1/Y9Ru482P1HqNkCS99nBgKGJGUBMCXORY8/QF2Hh4K0xHN1dUIIIc4xCZjHmdaa0+0eKqNmw9tf28Hxfr2N5+Y7ec9lxeEuFdOyz9DbODo4bjoU1ds4xfyhX/SOYNZ4vimpiJM/5uIiohRcdTf86gZ45ccw72bzfdqV6CMvsNqyhxeqGnB7e1nc+zrYU6FgSd9j5M4H3y8hzgHrPtd3nd0JVjs5FjPhTk1LlwTMQggxiUnAPIZCvY3DfY2DwXF7d9/exvMKnNwy3N7GfSb+2APu+sg2qVPNH/U5N0aCY+ltLIRRutbM/vf8PebLYoM3fgf1x/dxdcN+3vx0FaCZn7IDpq0ZWIoUqlle+bGBn8YoBck5pAfaAKhp7uKyssxxvyQhhBATQwLmUQr1Nt4fVW8cq7fxGxYMp7exy/Qyjg6OY/Y2vjISGEtvYyHO7C0/h91/MIP2piyFjDIoK2dB/Y+5+9piEnuaydxSF2lFF63oMrjlUZj1htjHTsom0deC1aKkU4YQQkxyEjCfQSCgqWnp6jNV9P7THZxu94S3yU6xM7dPb2MnpVlJWPsPAorubRzd37jlaGSbxHQTDC97fyQ4lt7GQoyOIwMu+3DfZWXrsbz0IO+bcgraT4aXDaAUzH/L4MdOzsHSfoopaYkSMAshxCQnAXMMz+2v53f7vfyw8mUqazvo7DH1waHexstLM5iT7xy6t3FvDzQcHBgcd7dGtskoM8HxondFgmPpbSzE+CpaadonvvwD8LSb0qbMaSM/TlI2nH6dogwHxyVgFkKISU0C5hgqDjbw8qleFkyFW5YWmuC4wMnM3DP0No6e+KOhCgLB2mVbghmIF641XmhaVtlTzu2FCSFMx4w5N8KeP5jHqz81ujepWTPh9d9wWd5xflmXPrbnKIQQ4rwiAXMM//2GOVyR2sQV6y/vuyIQMOUTfYLjfr2Nk3Olt7EQ57u3PGS+YPSf6Cx9H7z0AG9ufIjvuD9JT28gdmcbIYQQFzyJ4mJwxNuwBXrg1I6okoq9A3sbZ800A4NyPxAJjoMTGgghzmNjUfaU4IS1n2Hq059njWUP9R1XMDXDcfbHFUIIcd6RgDmWJ+9izauPwCYziQjxKaa+ONzbeAHkzJHexkJc7Ja9n+5NP+TOwJ+p6/h/EjALIcQkJQFzLEWXcbyhnZJLbzDBcVqx9DYWQgxks+MpvYaZex7jxajOOUIIISYXCZhjWXAL1c1ZlMwtn+gzEUKc5xIz8klQ3TS2tAMFE306QgghxoGkTYUQ4izYU80sgO6W0xN8JkIIIcaLBMxCCHEWVLIJmD1tdRN8JkIIIcaLBMxCCHE2krMB8LvqJ/hEhBBCjBcJmIUQ4mwkmVaSyt04wScihBBivEjALIQQZyPJZJjjPE0EAnqCT0YIIcR4kIBZCCHORlwCPbYUMminqdM70WcjhBBiHEjALIQQZ8mXkEm2aqe+XQJmIYSYjCRgFkKIs5WUTZZqp7a9e6LPRAghxDgYVsCslEpTSj2hlKpSSlUqpVZGrbtLKaWVUln99ilSSrmVUndFLXunUmqPUmq3Uurp/vsIIcSFyOrMJYt26jtktj8hhJiMhpthfhB4Wms9G1gEVAIopaYCVwM1Mfa5H3gq9EApZQseZ73WeiGwG/j46E9dCCHOD/GpecEMswTMQggxGZ0xYFZKOYG1wCMAWuserXVbcPX9wGcB3W+fm4CjwL7oxcGvJKWUApyATI0lhLjgWZJzSFOdNLa7JvpUhBBCjIPhZJjLgEbgUaXU60qph5VSSUqpG4FTWutd0RsrpZKAzwH3RC/XWvuAjwB7MIHyXIJBuBBCXNCCk5d0ttRO8IkIIYQYD0rrofuGKqWWAa8Aq7TWW5VSDwI9mKzzNVrrdqVUNbBMa92klPoOsE1r/Qel1N2AW2v9HaVUHPA08CFM9vkHQJ3W+qsxnvNDwe3Izc1d+vjjj4/R5Q6f2+0mOTn5nD+vGHtyLyeH8/k+ZjW+wvx93+DGnq/yzsvnkZ8s46mHcj7fSzEyci8nD7mXsH79+u1a62Wx1tmGsf9J4KTWemvw8RPA3UApsMtUV1AI7FBKrQAuBW5RSt0HpAEBpZQH2AqgtT4CoJT6A/D5WE+otX4IeAhg2bJlury8fBinObYqKiqYiOcVY0/u5eRwXt/HEw7Y9w0KbG42tafy4zctnegzOq+d1/dSjIjcy8lD7uXQzhgwa63rlFInlFKztNYHgCuBHVrrK0PbRGeYgTVRy+/GZJh/qJQqAOYqpbK11o2YwYKVY3s5QggxAYKz/d08M47/t6eOnSfaWDw1Leam7V0+2rt9kV3tVjKT7QBoren2+XHEDyeXIYQQ4lwZ7v/KdwC/VUrFY8opbh/pE2mtTyul7gE2KqV8wHHgfSM9jhBCnHeScwAoL4TMY/F886lKHvvgZQQ/gQvbf7qDt/7kZbp9/vAypeDFu9ZTlOngd9tq+OZTVTz36XXkOhPO6SUIIYQY3LACZq31TiBmTUdwfckgy+/u9/inwE+HfXZCCHEhiE+CuCTsnmY+ceUMvvz3fbx4sJHyWTl9NvvW01XE2yzce9N8FHCytZv7nzvIkUY3RZkODtS5cHl6eeC5Q3zjLQsm5lqEEEIMICNThBBiLCRng7uBd64ooijDwbeePkAgEBlUveVIMy8ebORj66dxy9JC3rq0kLctKwQI928Off/Dayc40ug+99cghBAiJimUE0KIsZCUA50NxNss/Nc1M7nz8Z3c8fjrZAfrkzceamSKM57brU9D97sgMZ3sFDsWBXXBGQLrOzwsmJLK0UY3n/r9TpYUpYcPv25mNutn58R8agB/QPPoS8f4j+VTSUmICy9v6PDw9L46br2seECJiBBCiOGRgFkIIcZC6hQ4tQOAGxYW8NSeOjYfagqvjrdZ+H65jbhn/xvsDlh2O3FWC9kpdurauwGTYb5ydg7vXFHEt5+p4nhzFwDdPX42H24aMmDeUdPKV5+sJDM5npsvKQwv//Prp/jmU1UsKUpn/pTU8bhyIYSY9CRgFkKIsZAzD/b9BbwuLPYUfnprjNZy+/9mvndEJjnNcyZQ2+7B5w/Q5PaS60zgXZcW8a5Li8LbfPffB/hxxRE8Pj8JcdaYT19V2wFAS6evz/K6YJnH5sNNEjALIcQoSQ2zEEKMhdx55nvDEN0yW6vN9+iAOTWB+g4PDS4vWkN+6sDuGLPznPgDmsMNg9c1V9aZablbO3v6LK8NZq+js91CCCFGRgJmIYQYC6GAuX7f4NuEAmbXwAxzKBOcGyNgnpWXAkBVMCgG8PkDXHP/i/zh1RNmXTDD3NrVN2Cu6/ACsK26BU9UOzshhBDDJwGzEEKMhbQiiE8ZOmBuOWa+98kwJ+Ly9HI02BUjVoa5JNOB3WYJB8UAu0+2cbDezV93niIQ0BwIZZj7B8zt3eQ67fT0BnitunW0VyeEEBc1CZiFEGIsKGWyzMPJMPcJmE0XjZ0n2szjGBOW2KwWZuamcKA+kmHeFCyxeK26lUMNbjp7TPa4Jaoko9cfoNHl5U0LC4izKjYdbhzNlQkhxEVPBv0JIcRYyZ0He54ArU0AHc3fC+0nwJYI3g7wusBqZ27rBiCdnSfaSIizkJoYF/PQs/NS2HAgEvBuPtSE3WbB2xvgN69UA5CTYqetKzLor9HtJUl3sUa/xp6iGaaO+Xqzrrqpk2f31w96KRaL4sZFBWSn2Ef1UgghxGQiAbMQQoyV3LnwWju0n4S0qX3XdZyEQC8UrYTqTdBRC3W7mbXx4yxT/8vrdXOYmp44aK/k2flO/rj9JI0uLwlxFl4/0cZtK4v57Ss1PLH9JErBpWWZbD3aHN6nrt3D260bKN/+W06t/Cdf3NDBrhNtzM5P4T2PbOVka/eQl9Pe1cOnr5l11i+LEEJc6CRgFkKIsZI733yv3zcwYA6VY5SsNgGz6zTU7QZgjqWG1/yzyYtRvxwyJzjw70CdC4/Pjz+guXpuLlW1LrYcbaYk00FheiJPd/WgtUYpRV27hzJVB8DNBa18LymRbz1dxdVzcznZ2s3Pb1vGymmZMZ/v2vs3cryla/SvhRBCTCJSwyyEEGMlZ4753hCjjjk04K9opfnecTpc77wo7iQQu345JNIpo4PNh5tIjLOytDid1TOyANN6Lt0Rh8+vw/XMdR0epqoGABwtB/j4FdN5+Ugz33q6isunZXLVnByS7baYX8WZjvDEKUIIcbGTgFkIIcZKQqrplrHxu/C9ubDt55F1rdVgiYMpwQlNogLmudZgwJyaOOihM5Pt5KTYuf/Zg/xuWw0rStKxP3Eb18fvAkxAne6IN08VHPhX1+6h2GICZhr28a5Li5iakYjHF+Bz180ecqrs4kwHJyTDLIQQgJRkCCHE2LrqHjjyPBzbBK89Cis+aJa3VkN6MdiTITEd6veCqxZsCZT6j6MIxGwpF+2Lb5zDS4ebUCjesSgNfvtPSh1ZfP76T3DjogIqw7P99TA1w0FDu5spKjhhSf0+7DYrP37XUqrqOlg0NW3I55qa4aC5swe3t5dku/ypEEJc3OR/QSGEGEvz32K+Nn0Pnr8HXPWQkgutxyC9xGzjnAJHXjA/z7qexH1/oVA1kjtESQbAmxdP4c2Lp5gHzUcAUG3VfPjGaQDUBic/aQn2Yu5pOYkNv3m+5sPg62ZBYSoLCs88RXZRhgOAmuYu5hY4R/IKCCHEpCMlGUIIMR6mrTffj71ovrdWRwLmlHzwtJufF/4HAHNUDQXJCqqehH1/jXw1Hoh9fHew1CJUGw1kJJmSjLZgwGx3HTcrZr8RdAAaqwYep60G2k8NWFyckQRAjZRlnPdOtHTR6PJO9GkIMalJhlkIIcZD3iJIzIAjGyBrhgmQs4It2pwF5rsjC0rXoVHMt51k1qv/A/t+3/c4zinwqX0D+zp3BgPm9pPg94E1joxgDXNLpw+tNUmdJ8CKCZi3PWRqpgsuiRzD54FH32AC+ff9s8/hwxnmls4xeDHEePr473aQkRTPo7evmOhTEWLSkoBZCCHGg8UCZevg6AboOAWOTFj0DrPOGSyryJ0H8Q7InMbHLPuw7quEZf8Jyz9g1h/4F7xwr8kMhzpwhIQyzNpvJkTJKCMlwYZFmUF/bV0+puh6/CoOa/EqM2FK/1kIX/252dfTMWCylVRHHKmJcZJhvgC0dvmoCrYbTIizTvTpCDEpSUmGEEKMl7L1ZmDfsRdh7WcgIVgL7Mw334N9m1XOXKyN+8HuhCu+ZCZAyZ0LC99utjuyYeCxO6OmuQ72eLZYFOmOeFq7eqht9zBV1dOdNAWscSbgrt8b2ae7DTZ+JzjzYHCylX6KMqS13IXA4/Pj7Q2w/XjrRJ+KEJOWBMxCCDFeQnXMaUWw7P2R5aGSjNx5we/BCU9WfxIcGZHt0oogo8xkqQFevA92BUs23A2ggtnE0KQoQHqSCZjrOropVg34U4sjz1W3FwKmRzMvPQieNrjmXvO4f/YZEzBLa7nzn7c3AMDmw00TfCZCTF4SMAshxHhJK4LLPwE3fB9s9sjyqZfCJe+BmdeZx/PfAktug0s/PPAYZeuh+iWoeQU2fA12/Mos72w0tdFWe5+Bf+mOOFo6e9hZ00axqichd7pZMeNq6G6B3b8303K/8hNY8PZIFjs6+xxUlOngZGs3/oAei1dDjBOPz7wJ2nxIAmYhxovUMAshxHgKZXCj2VPgzT+KPM6aATf+IPb+09bDa4/AH283j0PZZHcDJOea7hfRGWZHPDUtXew8eIwU1Q1ZZWbF7BvMgL8NXzc9ogO9cMUXI5OtDJJh7g1oTrd1MzU4CFCcX7TWeHsDJMRZ2Hu6ndbOHtKD3VKEEGNHMsxCCHE+K1kDygKu0yaw7Thtult0NkByjulw0RrMMHecJsMRx6m2bjpqD5lloVZ2FouZVKX9BOz6HSz/z8i63PmRgLmzCXpNi7LiYJAsZRmj19XTi8vjG7fjh8ox1szIRmt46cjQWWatNQ0dnnE7HyEmKwmYhRDifJaYZko40ktg7WcBbXonuxshKRvSS6H1uCnb+N5clvVsw+XppUjXmf0zSiPHKlsH068ygwvX3BVZnjvPTGzScRp+sBQqvgEQziofl4B51L7w5z189Lc7xu34Xp8JmJeXpONMsPGPXaeH3P7Fg42s/OYLHG5wj9s5CTEZSUmGEEKc7972K1N60X7CPK7fC75OEzDbEsDbAU9+GtBM8+4HCpgfdxJtsaEyp/c91n/8H3Q1Q3J2ZFnuPNOe7s8fMgMBT74GQEFaIjaLktZyZ6G6qZO6cczoentN/bIj3sbtq0p58PlD7DzRxuJBpj4/1tSJP6CpONDA9JzkcTsvISYbyTALIcT5LiXXtKILlVAEA1qScyIZ5MYqUBZyPUcBWOGoRWXN7DvYECAuEVIL+y4Ldemo3mTKP+r3gdZYLYrC9EQJmM9Ca5ePRpeXXn9gXI7vCWaYE+KsfHBtGZlJ8XzrqSq0jj1Qs8ltym02yQBBIUZEAmYhhLhQJGVDXBKc3BZ8nBMJorNmwZwbSXeZ2uXpuibStu5MMspMptqWYLp6dLeAy5R0TM1wUCO9mEettbOHgIbGYKD6u601vDyG7d88wQyz3WYh2W7jjiums+Vo86ABcZPLTJu+9VhzODsthDizYQXMSqk0pdQTSqkqpVSlUmpl1Lq7lFJaKZXVb58ipZRbKXVX1LJ4pdRDSqmDwWO9dewuRQghJjmlTIB8eqd5nJwNGdNMXfIbvwP5i0jsOsWNxb0ke2qHHzBbrLD0drjyyzDjGrMsOAiwONMhGeZR6ukN4PL2AlDb7kFrzdf/Vcknf7+T7p6xCVa9URlmgHddWkyK3ca/99fF3D6UYfb4Auw43jYm5yDExWC4GeYHgae11rOBRUAlgFJqKnA1UBNjn/uBp/ot+yLQoLWeCcwFXhzNSQshxEUrvQQCwa4LSTlgi4f3/AlK14ZLK74//7BZHyq1GI7rvwkrP2pmGIRwX+aiDAft3T7au8av08Nk1dbdE/65rt1Da5cPt7eXBpeXX7x0bIg9hy+UYU6IM3/O420WZuenUFXrirl9k9vLkqI0rBbF5sONMbcRQgx0xoBZKeUE1gKPAGite7TWbcHV9wPBYdt99rkJOAr0b+z5fuAbweMEtNZSRCWEECMR3fUiKbvvulBGefcfzPecuSM/fmI6OAvDGeaijCQAyTKPQmtn5E1GXbsn/BpmJMXz0xeP0NrZM9iuwxbKMNtt1vCy2XlODtS5YtYxN7l7KMlKYvHUNJnoRIgRGE6GuQxoBB5VSr2ulHpYKZWklLoROKW13hW9sVIqCfgccE+/5WnBH+9VSu1QSv1RKZV79pcghBAXkVDNckKayS5HcxaYiUgaq8z60BTcI5U7LypgNq3lJGAeuZaogLiuw8Px5k4A7rlxHi5PL7/bFuvD2ZEJzfIXyjADzM5PweXt5VRbd59ttdY0ur1kJ9tZMyOL3afaOdkq91WI4RhOWzkbsAS4Q2u9VSn1IHA3Jut8TYzt7wHu11q7lVL9j1MIvKS1/rRS6tPAd4Bb+x9AKfUh4EMAubm5VFRUDPuCxorb7Z6Q5xVjT+7l5CD30chodrEQ6LQk82qM12OxvZA0Tztt9kJ2vji6qrdSbwpTG6vY9MKzdAXMn4kNr+0hqeXAWZx5xMVyL1+t6w3/vPvQcZpqg2UTTQdIjoPtlUeoUCfP6jl21Jrn2P36DloOm+N3t5og+o/PvswlOZE/810+TU9vgLb6k8zMs2JV8LnfbOKDC+0DDzxMF8u9vBjIvRzacALmk8BJrfXW4OMnMAFzKbArGBQXAjuUUiuAS4FblFL3AWlAQCnlAX4EdAF/CR7nj8B/xnpCrfVDwEMAy5Yt0+Xl5SO9rrNWUVHBRDyvGHtyLycHuY9BTYWw5x6Ssktivx5dq2DbPtJmrRr965XZBDVPsG5uPuTNJ3PLs8Sl5VJevvBszjzsYrmXp7Yeh517Kcl0ELAnYEt1kJPSyLVXrudr2zeQkpFGefklZ/UczdtPwq5drLn8UoozTfnMMm8vX936DHFZxZSXzwhve7TRDc+/yGWL53DzJYUc0JX8fNNR/uftK5md5xzV818s9/JiIPdyaGcsydBa1wEnlFKzgouuBHZorXO01iVa6xJMUL1Ea12ntV4TtfwB4Ota6x9qU0z1D6A86jj7x/RqhBBisksrAlTfiUeiheqYh9shY6hjvPhN2PB15qX5pCRjFEI1yrPznNR2dHO8uStc4pKSYMPl6R1q92GJDPqL1DAn220UZTiorOs78K/Jbc4nK9lklD9aPo1ku41vPx355GDf6XZePsP02kJcjIbbJeMO4LdKqd3AYuDro3y+zwF3B49zK/BfozyOEEJcnGzxMPM6KF4Ve33pWjNdduma0T9H5nTImgkHnoYXv8VbLBs5Lr2YR6y1y0dSvJXiTAf17V5qWiIBszMhDpfn7DuPRAb99f1zPjsvharajj7LQi3lQgFzmiOej5RP4/mqBrYda6G7x8/tj77K+3/5KnXt4zc7oRAXomFNja213gksG2J9ySDL7+73+Dim9lkIIcRovevxwddllMGdO8/u+NY4+Pir5ufvzmYGxznd1o3PHyDOKvNdDVdrZw/pSfHkOhPo8QeobfdQlBnJMI9F1j5WhhlMwPxcZT0enz+8LhQwZyZHBovefnkpv3q5mm8+VcmVc3JpcHmxWhQPPn+Qb7xlbEpwhJgM5H8+IYQQg8udR4H3KAENp1q7z7y9CGvp6iHdEU9+akJ4WaQkI46O7rPPMHsGyzDnOwloOFTvDi9rcnlRCjIckYA5Md7Kp66ayY6aNu5/9iBXzcnh1suK+f2rJzjc4EYIYUjALIQQYnC580h1H8VGL8eCbdHE8LR2+UyGOSpgLg5mmJ2JY1PD7O31E2+z0K8rFbPzUgB4y09eYsHdz7CjppVGdw8Zjnhs/T4luGVpIdOykwhozWeunc0dV0zHEW/jugc2MutLT3H/swdjPvfhBjef29jFgX610n/beYrrHtgYbnl3vtp/uoOrv/cibV1n3w+7v50n2rjugY24vWd/j8X5QQJmIYQQg8udjyXQwwxrHa8ea5nos7mgtHb2kO6I65NhnhqVYXb39BIIDJxcZCS8vgAJtoF/ykuzkvjfN83l/atL8fYGeGpPLU1ub7h+OZrNauFnty7jZ7cuY1ZeCpnJdh557zL+c00py0rS+eGGwxxpHJhtvu/pKuq7NK9WR34vunp6+eqTlVTVudh+vPWsrm287TnVxqEG94CAfyy8XtNKVZ2L6iZ5kzlZSMAshBBicMGOGddmNbP5sHRPGAkTMMeTnWzHoiAxzkp2MGB1JtjQGlxnmYH09vqx96tfBlBK8f7VpXzh+jksK05n06EmEzCnxMc4CkzPSebquZG5xC4ty+QL18/hwXdcQoLNwnf/3bcH9/bjLfx7fz0AJ6JqsR99qZpGlxeLgk3n+UyCHd3mta/rGPsBjq3BqeQbg3Xj4sInAbMQQojBZc4ASxyrUhrYc6p9TKZzvhj4/AFc3l4ykkwJRHaKnaIMR7h0IiXBjLk/204ZHl+gzyx/sayekUVVnYsjDe6YGeahZCXb+eDaMv61p47Xa0zGWGvNN5+qIjvFTmaCCndQaens4acVR7h6bi7LSjLYfLhxdBd1joRe+/HoCBL6d9LkkoB5spCAWQghxOBs8ZA9ixkcR2t4+UjzRJ/RBaE1WBeb7ogDYMGUVC4pSguvdyaY5Wdbx+zx+UmwDcwwR1sz3fTs7vD0jjhgBvjAmjJSE+P4zSvHAaiqc/FqdSsfK5/GlBRLuNvHv/bU4vL28umrZ7Jmehb7Tnf0mR78fNPhGb8Mc0vw/od6X4sLnwTMQgghhpY7j9SOA6TYbVKWMUytnSZ7mZ5kSiAeunUZX795QXh9yhgFzN7eAPYzZJjnFTjDgftoAuZku43VM7LYfKgJrTWbg6UW183PJztRcaKlC601lbUdOBNszM5LYdWMrOAbrPP396XjXGSYpSRj0pCAWQghxNBy5qI6TnFFSfx5/zH7+SKUYQ61cLNYFBZLpJNFqCTjbFvLDSfDbLEoLp+eBUBWcuwa5jNZMz2LBpeXQw1uNh1uYnpOMnmpCeQ4LLi8vbR2+ThQ52J2vhOlFAunpJKSYAsH1+cj1zhmmEM1zBIwTx4SMAshhBha7nwArs9p4URLNzXBmtUtR5q55v4XueK7FXzisdfp9Qcm8izPK6EMY5ojdoDqTAxmmL1nFzAPJ8MMJuAFyEoZeYYZTB00wPOVDWw71szq4PFyHOZNwPHmTqrqXOF2djarhcunZbLxYCP+s+wEMl5GUsOstebuv+/jsW01fZZ39fRy6yNbB3QEkQzz5CMBsxBCiKEFO2UsijsJwO5TbQA8s6+O481dFGc4+Puu0/x5x6mJOsPzTqiGNSMpdsAcGfQ3/jXMAG9cmM+H1pZxaWnGqJ6nMN1BaVYSD286iscXYE0wgM5ONGHEy0eacXt7mZ3nDO9z8yVTON3u4U87To7qOcdb6LVvcHnPGNRvPNTEL1+u5p5/7KM+KiP98uFmNh1q4st/3xtuEai1jtQwu6SGebKQgFkIIcTQUvIgMYOc7sNYLYqqWtO3trK2g3kFTn7xvuUsnprG9549eN5PVnGutAU/kk8L1g73N6YlGTHayg18vjj++w1zcMTbRv1cq6Zn0tzZg82iuLQsE4DsYIY51GJudn5KePtr5+WxaGoa95+nvxehGmZ/QNM8RCY4EDBdQfKcCfgDmgeeOxReF6rp33uqg3/uqQWg2+enp9d82iIZ5slDAmYhhBBDUwpy52Ft2M+07CSq6jrQWnOgPlKz+vnrZ1PX4eFXL1dP9NmeF1o6e3DEWwcNZu02K3abZWwG/cWYuGQ8rA5227ikKI1kuwm87VZFdoqdXSfaAJiVGwmYlVJ8/rrZ1LZ7+PWW6vDy+g7PkN0zDje4z3pCl+FweXopCE4qUztEWcY/dp+msraDL7xhNu++tJg/vBaZNnzToUbWzMhiTr6T7/77AD29AVo6e7AQYEVKMy1dPVKqNElIwCyEEOLMcudDQyVzcpOprHVR3+GlrcvHnGDN6mVlmayZkcWvtxyf4BM9P5xq7T5jR4qUhLhwa7PR8vgCMScuGQ8rp2XiiLdy5ZzcPsuLgrMXFmc6SLLbBuyzZkYWP990DK1NEPzeX2zjPQ9vjRkU17Z3c839L/LMvrpxugpDa43L08uMYIA/1MC/n286yuy8FG5YWMAdV0wnMc7Kd545QG17N0caO1k7I5v/unomx5u72HSokdZOH9daXuVx353k66ZweYa4sEnALIQQ4sxy54Gvk+XpHZxq62ZbcDrkWVE1q8uKMzjd3n1efvx+LvkDmleONbO8ZOh6YWeC7awnLvH2+s9Zhjk1MY6Ku8r5wOrSPsuLgwFzaMBffzcsKqDR5eVAvYu6dg9VdS7213bw912nB2xb1+4hoOHoOE8p3e3z4w9oZuYmh583lia3l72nOnjTwnwsFkVmsp0Prinj6X11/OCFw4AZEBm618eaOmnt6qFANWEhwHTLKaljniQkYBZCCHFm4YF/ZmDf314332dFBUlFmYloDSdbu8/9+Z1H9p/uoK3Lx+oZmUNul5J49hlmry8wrBrmsZLjTMBm7Rs6TA0GzNFvnqKFOmpsPtQUrvnNddr5zr8P4O3t++aqvXv8eiNHC02LXZKVRJxVDZphDk3Us3pGdnjZB9aUkpUcz++21pCVHM/svBRSHXE4E2zUtHTR2tVDqjIBf5FqkDrmSUICZiGEEGeWPRuUhZLeYwC8eLCRKWmJpCZGBrWFPpqvaRnf7OD5blOwV/WqYKAIwKuPwN4/9dnubDPM/oCmx99vamyt4dkvw8nXRn3ckSrONPd9ziAZ5oK0RMqyk9h0qInNhxrJSo7nvlsWcbK1m8e3neizbThgHofeyNFCr7szIY6clIRBA/TNhxpxJthYMCU1vCzJbuPOK2cA5h6HpjsvynRwvLmLls4eUjH/BqZKwDxpSMAshBDizOIdkFFGcvsBUhPj6A3oAR/BF2UkAYT7NF+sNh9qYnZeCjkpZkAZDZXwr7vgrx8DV6Q2NyXBdlaD/kKdGOzRbeXcDfDSA7DlR6M+7kitnpHFGxfkc/m0rEG3WTM9i63Hmtl8uIlV07NYNzOb0qwkXjnad6r1jnOVYQ6+7ikJNvJTYwfMoVkNL5+WhTVq0hmAd6wo4i1LpvCey4rDy4ozkjjR0kVrly+cYS6WgHnSkIBZCCHE8OTOQ9XvC5dhRLcQAzOLnCPeSk3LxVuS0d3j57Xq1nAZAgDPfwXikiDQCxXfDC9OscedVVu5UK14nwxz/V7z/diLEDg33RlyUhL40buXkDpICz0wJQ0eX4Amd0/4tZmSljggkxzKMA/VtWIshFrKORPjyE1NiJnRPtrUyel2T3jSlmhxVgvfe/viPnXqUzMcnGjtosntJctq/g0UWxpodksN82QgAbMQQojhyZ0PLcdYlG0ymv1rVpVSFGU4wiUZ3T3+ATWqk9226hZ6/IFIkFXzChz4F6z+JCx7P+z4NTSZPr7OxLPLMHtjZZjr95nvXc1Qv2fUx6bXC/5RBPNtNdB4IPLVZQaHXlaWEc7Shl6bXOfAzG6of3VzpzecQW+PelMRCOg+ZSw9vQG6e0b+OxZ63Z0JNvKdCdS2d3O4wRWeoQ8IT+u9JkbAHEtxpgOfX1NZ20G6xXzKUqzqaXSNb/Avzg0JmIUQQgxP7jxAc1mKqdGdXzBwkNfUDAc1LSZYeO+j2/jMH3efyzOccC8dbiLeamFFaUaknjg5Dy77CKz9DMQlwksPAqatXLfPj2+UfXpjZ5j3gT14X45sGN1FBPzw6PXw6zebaxiu7b+EBxbAj1ZEvn64HPw+UhLiWFqczszcZPJTEwHIT00YMMteKDjWGhpcHl4+0sSSe5/lUL2ZLOcXLx1j9bc2hK/97n/s450/f2XElxgKulMS4pia4cDjC3DV9zZyxXcrwu3vtlW3MCUtkeLMpGEdM1TDv+90B2nK9Gl24MHb0Tji8xPnHwmYhRBCDE+wU0Z5WgN/+ejllGUnD9ikKBgwN7u9vFrdwvbjref6LCfUpkNNLClOMzPqHXgKTrwC5Z+D+CRIzobpV8Hh50Hr8Gx/7lFmmT29oYC5X4Z56qWQPQeOjjJg3vNHOLUdjr8ElX8f3j5eFzx/r3nuW35hvlZ/GrqazLGAB9+xmEfeuzy8S26qmTkvusY3Optc3+HhtepW/AHN81UNAPx7Xz3t3T6ONJqA9NVjLew+2TbiVoaRDHMcb182lZ++ZwlvW1pIa5evT6eO0IDG4QgFzD29AVJ0J6QUABDfUTOicxPnJwmYhRBCDE9qEcSnYG2s5JKi9JibFGeabN3fdp5GazjV1t0nCJrMGl1eKms7WDMj22Rpn78HMqfDJbdGNiorB9dpaDqIM8HU/HaMslOG1xcqyQj+Kff7oLHKvLGZdgUc3wK+EdaT93rhha9B/iLImmXqr/3DCOhf/qEJjq/7Bsx/q/la9QlQlnCmOz81MdyCDiDfaQZFRpdltHf7wp1Xats9VNV1ACZz7/b2sqPGvAGrqnXh8fk52tRJQBOeeW+4Orp92CyKhDgLifFWrpufHy4VCQXwTW7vGSefiZafmoDNogBNUsAFBZcAkNx1YugdxQVBAmYhhBDDY7FA7txInWwMoYDod9tqWG95nUtVJQfqXOfqDCfUy0dMzevq6Vmw6zETvF7xP2CNGgw3bb35fmRDOMM82jrmSElGMMPcdAgCPlNrPm09+L1Qs2VkB331EWivgavuhqu+DM2HYef/Db2PuwG2/BDmvhmmLI0sT0w3QeMgme68GNNSt3f7woNK69o9VNWa351tx1rYeLCR3mD5RlVdB4cb3OFyjsrajhFdpsvTS0qCLdwSDiA7GBw3BicaaXKNLGC2WS1MSU/EgRcrfvOmA0j3nhowq+GGAw1nnM0wEND88IVDNEgN9HlBAmYhhBDDlzvPdGIYpLY19LH04QY3X0l8nE/FPRHOEk52mw81kZoYx/yceNjwdRM8zn1z343SSyC9FI5WkHK2Gebefhnmhv3me+5cmLrC/Fw7ghpyTzts/LbJgk+7Ama9ATKmwcF/D73fxm+bTPYV/ztwXVm56QntGfg7EAqY6zv6BsxFGQ4S4ixUN3dyrLmTRYWpeHsDfP/5Q9htFmbmJlNV56Iq6o1Y1QjflLk8vvDrH5KVYoLjJreX7h4/nT1+slLiR3TcogxHuAczKXl02XMopIHT7ZFMf1tXD5947HW+9Ne94XrpWA7Uu/jOvw/ytScrR3QOYnxIwCyEEGL4cuaCpw06Bk5rDFCYnkgoaZdLC/mWViprJ3+GWWsd7DGcifW1h6HjlMnSKjVw42nroXozTrsJlkKzzo3UgAxz/V6wxEHmDEhINYP/XLXDP+DLP4DuFnPeYM49o9SUkAwiobsWXvsFLH0vZE0fuEHZetB+qN48YFWGI544qxqQYU5LjCPPmcDGg01oDbetLCHOqqiqc7GiNINFhWlU1rqoqu3AbrMwf4pzxG/KXJ5enIm2PstC2eQmtzdcljGSDDOYgDk04I/ENPxpRRRb6vt8yvLjiiO4PL3h6cIHEzqHv+08zd5T7SM6DzH2JGAWQggxfLnzzff+ZRm+bujpwm5R5DsTSKaLeH8n+bRQVWv+2PsD2rSa85vvg32NtmvEuRJqZRZqewZwpLGT2nYP64vjYdN3zeC+0rWxD1C2HnpcZLWZtm8tnT3Dbr/n8ZnXKBDQeILPH+6SUb8PsmeBLZgVTck3gftwuOrMZCfz3hKuvQXAWTDomyOA0mO/A2s8rPtc7A2mroA4R8yyDItFketMCGeYff4AXT1+UhPjyEtNCHdbWVqcHq6ZXz09i9n5TprcXjYfbmJmbgpz851U1rqGzNb21+HxkWLvm2FOS4zDalE0ub00BoPV7OEEzP5e6OmCXq/JMAcnLSExnYTsaUxVDeEM+Km2bn75cnW4VV2odV0soYA5zqr41tNVw742MT5sZ94ElFJpwMPAfEAD79dabwmuuwv4NpCttW6K2qcI2A/crbX+Tr/j/R0o01rPH4uLEEIIcY7kzjXf6/fCzGvMz5sfgOe+bH4uupySrC+DPgk9EE8PdfV1uDw+bv7xy5HBWc8+PehTOBNsVHxmPRlJI/s4fLj+8NoJfr7xKM98ci0WS4wM8BCON3dyzf0b8fYGiLdZ+Pcn11KSlcSWYP3y1e6/mwz8lV8e/CCla0BZSK3bAiziv/+yh7v/vo8fvOsSrp2XN+hu33/+EN979iAAq6ZnctPiKUBUH+b6fVCyOrKDswA6hplhfvFb4O+BK77Ud3lKgalR9vv61mIDnN5JbsNGWHMXpAxy3jY7FF8OR1+MuTov2AMZIh0yUh0mwwyQGGelKMPB2hlZbDvWwhv1i2RufZCvcy9VdS7etrSQ2XlO/vDaSRrd3sjsimfg8vSGy4dCLBZFRlI8Ta4emlzDzDC3VsPDV0NnA1hsLFz/ODtCJRkJacRlTSNP/YFDp5qA6Tz04hHQ8I23LOC2X2xj06EmPrCmLOahm4K11B9ZN43vv3CYnSfaWDw1bVjXJ8besAJm4EHgaa31LUqpeMABoJSaClwNxOqZcj/wVP+FSqm3ACMbziqEEOL8kJBqumWEMswdp83sdaVrQVmhehNf/sBs4moaIRgTp/oa+fLf93G4wc0dV0yn/uRxyqZNi3n4ls4eHtp4lM2Hm7hxUcG4XMLWoy0canDT6PaS6xxegBXyXGUD3t4A/7m6lEc2H+O1462UZCWx73QHGUnxpJ54AQqXQ/7CwQ+SmA6phSS0H+X773wfp9u6eWL7Sb72ZCXrZ+UQbxv44e+Jli5++MLhcGZyy5FmrpydC4A9zmImCOk4FW79B5iAeTi9mJsOw/ZfwbLbIbPffXEWANpkoNOm9nsx7sZnSyFu1SeGPv6UZXDkBZOFje8bpOalJrDvtCmnCE1aYjLMplfzrLwULBbFey8voSw7mcKD/wuuavJVMyd1DrPzneEZJ6tqXSMKmJ2JA2cmzEq2B0syTLB6xhrmF75mWuqt/SxsvI8V8dUkXpoJrwOJaZA6BQua5rrjaH0pz1c1sG5WNoXpDtZMz+L3r53A2+vvO/lMUJPbS7zVwrsuLTYBc02rBMwT6IwlGUopJ7AWeARAa92jtW4Lrr4f+Cwm6xy9z03AUWBfv+XJwKeBr57leQshhJgoufMiAXPFN82Uzzf+AObdDIFeZiW2U2aP1JTmqRb+vOMU183L47+umcUbyuL58LppMb8+d91snAk2Nh8av8keQjMRHm/uGvG+mw81UpaVxBeun43dZqEq2J2hss7FkhyFOr3DlFycSXoptBzjxkUFfHjdNL70xjnUtHTx2LbYPXvvf/YgSsF9tyzklqWF9AY0+4PPbbdZowb89QuY3fVnbgv3wr1gSzBBX3/O4JuW/rXQRzbA0Q0cL36beRM1lNx5oAOma0g/oQyz1jqcYXYmxpHnNJndOcFgOCUhjjcsyA//3i10mPZyc/JSmB2ccXIkdcwd3b5wl5JoWcnxfWqYM5OGyDDX7oY9f4DLPgzlXwBbAta2ahZnB9cnpIVfv57WUxxqcHOytTv8pic0XfiO420xD9/o9pKVHE+u0066I27EAxvF2BpOhrkMaAQeVUotArYDdwJXAqe01rui27IopZKAz2Eyz3f1O9a9wHeBkf8vJYQQ4vyQOw8OPwsbvgGv/x+s+GCw+8Nxs761uk/da75qwWpRfOa6WZFjaG1mhutq7nNoK3BXdjc/PbgSrXW47dexpk7+tccEbetmZjN/yhmCtCGEamNrWrrMjHzD1NMbYNuxJu4p2Y9Nr2RmbgpVdS78Ac3BOhfvmnHUBIbThhMwl0DVk+GH62Zmc1lZBt9//hBub98A1+vz85edp7jr0kTym7cyJ9+0btt1og0I1jCH3sDkRAXMKflmwF1nAyTlwN4nYMHbwBKVzTy1Hfb/1dQgp+QOPM9QwBxdCx0IwHN3Q2oRp6a8gRhD/foKBfH1+2DKkj6r8lIT8PgCdHT30tHtAzQltU/jS1sDEA6GAejtgSZTkrLM2ca/OmFuXC1pzYfJddrDLejOJBDQuHt6B3TJAFOzfLSxkya3F2eCLWa2P+z5e0xQvOqTpuViWrH53bfZzact9pTw5CW5uplHX6oGgm0HiUwX/tMXj4T7SysFNy4qoDDdQZO7h6wUO0opZuc5JWCeYMMJmG3AEuAOrfVWpdSDwN2YrPM1Mba/B7hfa+3uF0gvBqZrrT+llCoZ6gmVUh8CPgSQm5tLRUXFME5zbLnd7gl5XjH25F5ODnIfzx9pHU4WBQKoF79Jd0IOO6wr8VVUYPc0sBI48MozJLuPkGtNwurvYl5iK1dlWTmx7zVOYO7la/98lGXbPxXz+LcBv/J+m8eftJCfbKE3oPnvzd00dJkPM3/8wgG+vdaBI25k9ccAPX5NfYfJHm7csZ8s1+Fh73ugxc+y3p3cUvMt9v+pkzQuY1eNnz8+tYFun59pTRX4LQlsPtKJPlYx5LGKWgOUdTWx6bl/4beZMoXrcv3sOdHDt585MGD7XIfihtof07tnMzWrHsOmTOs+Bby8aSOzDj5Lti2Fl7ZXgTL7Zza1sADYXvFP4ntaWbD36+w+fJKWzGXmoFqzaNf/kBTnZKt/Mf4Y/75sPhergcM7NnKy0Qy8y27YxLzanVTOvhNXl/fM/y51gDUWO7Xbn+FwR9+yjpZa8+bg789v4oQrwDR1mtKKz9BYegfO+MuxNR+loqIagCR3NcsDJgs9zX+c6Wkr8f/tTrzuaqYm/phn9p7iXxmtZ/y96PJpM/X2yeNUVPQd0NjV2kN9h4/9R0/isAYGvTa7p5GVh5/jaOm7qdm6E4D52knCib20d/jJsTp46cUXsfZ2sQbIU808+loNGQmK43tfpSYYHy3MsvDiwUZePBj5ROX1yiO8e46d6tpu0hMUFRUVJPu9bD/dywsbNmCJ1XllDMj/sUMbTsB8Ejiptd4afPwEJmAuBULZ5UJgh1JqBXApcItS6j4gDQgopTyAH1iqlKoOPm+OUqpCa13e/wm11g8BDwEsW7ZMl5cP2GTcVVRUMBHPK8ae3MvJQe7j+aQcbvwY6ACJFhurLMEsXMAP2z7CrJxg3ae/DDobeM/MJN5z47XhvSsqKliW1mE+r/zIy6YNWkj9Hvj5FcxWJ/BlXkP5yhJ+vaWahq59PHzbMnKdCdzww83sC+TzmfLZIz7zQ/UueHYjAJaUbMrLLznDHhHb/32AtdaHAZib4ad8ykw2/XM/vowyYB8LOIB12jrWXXH1mQ+2rxWO/YY186dC3oLw4ltv0OHJOKLZLArLr38M/m6uWrWcmXteZ39tBwlxFtavXw+H74XCxZSvj8pu16bD3q+ydHoeNLYBsDAbWFtu1h9+Dl7cA9d9izWXvSH2eWoNWxOZnuNgenm5yfL+6JOQM485b/8y9Rs3De/f5eEFFMa1Udhv25TjLfx41xamzpxPoLmLnL07AFhRls7u9/Y7p91/gNcAq511hbDu7dfDdz8NPc3c+x+zuP7n+4f1e3GqrRuef4El82dTvrxvAH/QcoSnq6votCRRlGOjvHxl7IPs+DUAZdd9nLLQQNjup2DHb0jOWAqenPDrorclMyXQhq8Hrpo/hfXrF4UPs26dxueP3O8bf7iZQGIi5eXL8bz0HLOKsykvX0RD0gmePb6bsgUrKMlKGvL6Rkv+jx3aGWuYtdZ1wAmlVOiztCuBHVrrHK11ida6BBNUL9Fa12mt10QtfwD4utb6h1rrn2itC4LLVwMHYwXLQgghLgBWm2lfZon6M2KxQloRtBwzJRnO/GBrsxhtyer3mbrZrGAbtNBXzjxQVlY4TrPpUBOd3l6+//whLi3N4Mo5OSwoTOXNiwt4ZPOxPhNeDFeoHCPZbgv/PFybDjVxVfy+8PnPCc5I99edp5mqGrF3VA+vHANMSQaYj/CjWC2KeJtlwJfFoiLbdjaEB7olxFlNiURDZaTlX4jTdNHAVWu6mgTPG4iUVaQVmcF+g1HK3MfQPdzxK2g9ZmYBjC7tOJNQ3Xu/1m+5UdNjt3X5yCbYb9gdo4a9fq9pYVd0mTmHrpZwj+g5lhPcuGh4vxcdwVrp2DXMpmb5cINr6JZyRzZAch7kzIksSy8FX6eZcTExLbxYOQuYnmDqq1fPyO5zGKX63u/iTAfHW7oIBDTNnT3h8wkPbLxIJgE6Hw23D/MdwG+VUruBxcDXx+2MhBBCXLjSSyM1zM4CE7TFam1WvxeyZ5vAO1pcAmTNYHliLc9X1nPZ15+nyd3D56+fHa5n/q+rZ+EPaH68YfjlFCE1LV1ca3mVxx3fpqa5s8+6rz25n+/9O1IO8YFfvcpvXjF12Y0uL7Unj1HsP27qU+v3hadw3n68lZucprZ2WAP+wLxOMCBgHlRvD7SfND93NjEnWNtrt1lM8Ojr6jvgD8CRaQLMjlNQHxwUGAqYq/4BdXvM1N22M7ROc04xQbffBy/eB8WrYEasiswh5M43k6K46uAfnzTdJYCclASUgtNt3bR3+yiwBQPCzoaBxwj1mc6aYV636F7g9fu46xrze/Hg84eGPJXQgL5YNcyhANXn12QlD9IhIxCAYy+aWQyjyyNCb4Ia9pva5pCUfAqtbQBc2f4XePzdQ86UeaKli9auHvwBHT6fGTkpWBQXxSRA56thBcxa651a62Va64Va65u01q391pdE92COWj6gB3NwebX0YBZCiEkovQSaj0BXkxnw5Bxk8oz6fQMzoiG585jBcW5bWcJNl0zhO29bFJ64AqAo08FVc3J5dn/9iCarANMZ401xrzK/+1XsnafpDA6w6+kN8NutNfx1p8lYtnb28FxlA996qopmt5cfvnCI1dZggDb/LeCqJVO5yQlOp1wet89k07NnxXzeARLTTFDVcmx427efINyQyt0vwxwKHPsHzEqZc2o+Ai1HwJYIzYfA54Gqf5mAev4tZ37u0AQoJ18zgeyl/y/2DIZDCZUtvPIj2P6omU67fh/xNguzclPYXtNKe7eP/Dh3+BoHqN9vfmfSS8003sdfMsttiVC/l6JMB+9aUcTvXz3BkcbBu9c+vOkYqYlxLJw6cOBodN/lQXsw1+8xg1X7f5qQEXwTFOjtk2HGOYUCSwv33bKQpMP/gKp/moGWMRRlJuHtDYQ7oISm606Mt1KSmdRnxkBxbslMf0IIIcZOegn0BP+oOwvMl6fN9OANiutpg87GgQFeSO484lwnufuaQu69aT63LC0csMnqGVmcbvdwtKkzxgEGd6Kli/lWk6mdbakJl2XsqGmlq8dPTUsXbm9vuCOB29vLF/+yl99tq+Hd2UdMkLnoHeZgDSbLrAgw1/P6wIzjmaSXDD/DHB1YdzaEs9sJtlDArEzGvj9nARzbZLp3zH5DsL1bJRytMOdrGUYY4CwwmeEjL4CyDD6D4VByggHzyz8AZ6GZtvv5rwCma8Sr1a00uDzkWYO/O539SjJC5Rc5cyOZ3Kp/mvsxdXk4g37HlTNIsFn4ToyBkwAvH2nixYONfHz9dJyxMsxRfZdDweoAod7WZeV9l6cVRX6OzjA784nrauDtl0Ta4vH8V0zGvp/QZCqhVnPRWe7Z+SlSkjGBJGAWQggxdkJZNgjWMA/s45vsrjY/DBowh6bf3j/o04Racw01tXAsp5vbKQqcAGC2OhEOmF86HDnOgTpXODC5YnYOT++rw2qBRT07oXQd5AYH6dXvY06+k3mqmsTe9uGXY4RklPYNmLWGk9vNR/79tUYFzO5GspPtZCbFm0lL6veaCUf6TQoCmGDXG6wLXvgf5vueJ8BdNzDgG4yzwMwCuPcJM212YvqZ9+nPkRGpqb7ii7D6k3DwaXj5B7wlbguJvR1sPdpCtgrVMPfLMEdn0UO/Y3V7zOPcBaaGO+AnK9nOB9eW8dTeOl6v6fNhOFprvvVUFQVOO7dNOR2zLCLDER9+zxPOMLefNAMOQ1/7/mIC9/6zG8Ylmmw89H2NnAWmvd/pHeDtgBnXQstRUw/eT3EwYN4ePPfoOurZeU6Ot3SFPxUR55YEzEIIIcZOKPsHJkAK9/GNDPxL6gz2ax4iwwxAw77Y64HizCSmZiSyaQQBcyCgiWs9jBU/AHMsNdQEJy/ZdKiJglQzAK2qroOqWhcZSfF87eb5pCbG8c1FzVg762H6VZCcA44sqN/HipIMym3B8xxuABqSXgJtNaa7CMDrv4GHr4CtPx24bWu1GSSZkAadDSiluLQsgxlOP1RvNoFsLKEALs4B064wxwh2eBh2gB+6hy1HR/6mIFrRZZC/yATul37YlFb8+0vM3fJpPhb3D3r8ATJCg/66W/pmYKueNNntvIWm33FI7nzz+9LbHc7Cf2BNGSkJNv7w2ok+T3+g3sWuk+18eXE79t+8EY6/POAUbVYLGQ6T1c1KjjefjDx8Ffz5g5Gv2p0w87rY1xiqTY8uyQi9aTz0rPm+5tNm9sPXfjlg94K0RCwKdgYD5uiykAWFqWgNz1XWx35uMa4kYBZCCDF2+gTMBZGsYlTAnOyuNh0GkrJiH8M5xcweVz94wAyweno2rxxtxuePkZGNodHtpSwQDNYzyphrNRnm9i4fu0+2ccvSQpLtNqpqTYZ5dl4K+amJbP3Cem5qesh85L7gFlN2Eez6cOWcHD5VdtJ094g18cdQ0ksg4DP1wb5uMxEMmPpeT3vfbVurzfbJueHs6wP/cQn35W8wJS+XDzI9dej1z5kL1jjT1cHbAZnTB051PZhQwAfD7wISy00/hfc/Y7prxDtMS8E7dkDmdC5JMhPYpAZagWCKtzP4Zqj1OLz2CCx+NyRngz0ZkoLdJnLnRU2MYjqBJNttzMhJprqpbxeU023dAMyODx43OAlKf6EgNSvZbt68uGrhP/7PnGvo64ovxb7G0O9/n5KM4Ot3OBgw58yF0jVm5sN+ZRnxNgv5qYl0eHqxWhSpUdN3r5uRzZx8J9979iA9vcP7nRdjRwJmIYQQY8eeYrKvcUmmTtUZzHC6ojPM1YNnlyEYkM4/Y8C8ZkYWbm9veMa7Mzne3MVsSw0BSxzMfTPF1HK6uY0tR5sIaFgzM5vZeSnsr+3gQL0rPMtcwoG/Qd1uWP+lSEeJ3PnQUInq6cR6cuvoAslQNrLlGGz9mXmNrvmaya6+/IO+24YD5pxwfW98Vz3WrT+FBW+H/IWxnyP0+ode79D3kWSKQwFfnAMKVwx/v/5s8aZsISTeYUpJMmdQam0ANCm9rZBRZtaHOmVs+LrJLpd/IbJv6LXLnWdqt5Wlz+9LcWbSgLaBte2m3VyGPxSIxx5wGapjzrZ1weYHTDZ5zg3Bcw1+DdZSLyNGhjn0+p1+3WTHE5zmDVbAZ1rQ9VOcacoyMpPiTTvBIItF8dnrZnG8uYvHX409hboYP8OZuEQIIYQYvvQSkyFVCuKTTLZ4y49h31+BYIZ54ZuGPkbuPNj5O1PPO8jAtJVlmSgFdz6+k4ykvi3AkuxW7n3zfGbkpnCo3sWX/rqX2nYP96oafBkzsecvxkqA1urdfLneQ1K8lSWnH+O9tkbuPLqcgA72vu3tgRfuNXWyC97W9/x6u+Ghdaa+d6TlGKHXCeDvd5ggeMY1cPnH4dRrsOVHcOlHICnT1Nq2HIOS1Sa7XLvL7LfpO6YjwxVfHPw5QhnmUF146PtIzjc5x7TSK15lgt6xll5C+tEXcdKFTfvMa9tyxPRibqiC3b+HVXdC6pQ++3DqNRMsxyWYyW+iAuapGQ7+uvMUPb2B8PTWde0eLAqSvMFAfJABl1nJdpLtNhJeecBk46/88oiuBeibYXZkgSXOBMjh+xA1XXiog0hQUYaDl480x+zSUR41hfpblphPRMS5IRlmIYQQY2vVJ2B11LTXqz9lamyTcyE5l+bM5bDw7UMfY8oy6HGbzO4g0pPiufPKGczKSyE7xd7na9/pDu75x3601nz57/vYX9vB9JxkLrGfIq5gQThweVNOC/MKUvmva2Zh3foTrmr6DYHgYLA5eU7Y/ksTWF315b6B+4yrYe5NkDENFr0LStaM/HVKnQrL/tMEfTOvhevvC75+d5q+yqGP8DubzIQY6aV9Mswc2WD2iy6D6S9/ESz/AMy90Tye+2bznNOvHP55WqwmKF/z6RFf4rBklGLt7eIzlwRruUNBZWeD6XeMhhUf6rvPstvhyv+NZKxz50YmZ8EEnVoHZ/ULqmv3kJ1ixxIagDpIS793LC/iS2tSYOtDsOidAwLaIU2/yry+U5ZGllkskVryUKCcNcME0VHnHDI1OPAvVpcOpRSfu242Te4eHt50dPjnJc6avDURQggxtua+ue/j1Z/qE0DvraigPGo66JjK1pnvRzdAweJBN/vkVTNjLn9k8zHu/ed+vvlUFS8faebLN8zl9sVO+HYz5M03H53bEnn/jC7ef91y6G6D506QCMxSJzhEETPSNDx2nwmGp1/V9wmSc+DtA7scjIjFAm/63sDleYtMu7QjG0wLu1AmNL3EvInwdpg2ay1HI50vBmOzwxu/G3nsLIj9nGey5r9Gvs9wBQP+W6fUQSWRoNLdYK4xMSNS1hBSfLn5CsmdZ7pXeDogwRkuazje3ElpcCrpug4PeamJkfKg1mqTve/XCnDltExW7vmtebD+v0d2LY6M2K+vswDaayLXZo0zb5RilB2Fzn2wiVMuKUrn+vl5/HzjUd5zWfHg/aLFmJIMsxBCiPNPSp4ZHHW0YmT7tdWAv5f3XFbElLREfrbxKIXpibzr0qJI143ceSZrmjM7kuFrqAwfYrVlD6VZSSS89lOTzb3qnpFP1HE2LBbTvu5ohQnoQrW2GcEMM0Qyr0PVgl8oQvXIJ14134NvZuhsDJYszDvz6x/KSgfvY6if8YmoOua6dg95TrsZgKos5o1Hdyv4e81zH99ivvb/HXb9DlZ8cPgDI88kXEseNVlPaLrwaB2nKXaa0GyoqbnvunYWnt4A3/hXFa9Wt4QHNIrxIwGzEEKI81PZehPA+IYZDNTuhgcXw/ZHsdusfOZaM+veZ66dhd1mhcPPm+2i63nrdps66VDg7Mjk2oRKVuVrM/Buzo1QuHTgc423aetNr+SGStP+zGIzXTqSggFzaPKMkZQLnK/SigAFJ7aax0k5phuGq85MMz3YjJDR+rUizEmxY7dZ+gz8q2v3MDXFYmbpy19kFrYeg1d/Do9cBY9eZ77+cKsZsDqWWfXMGaY3c3Sf8tx5Jtvd1WIed5yGHyxjRtWPsdssFGXG6KsdNC07mXeumMqfdpzkbT/dwk0/emnszlXEJAGzEEKI89O09eD3Qs2W4W3//D1mgoiDzwBw0yVT2Py59bx58RToqDWdKObfEsnSlqwxGca63SbTl5AG897CclXJlxx/MYH6lf87Ptd2JqEuFtsfNf2Zl9xm6nWTg+3UjlaYTiRpJRNzfmMpLsGULHQ1mcyvI8MEzSdfNbXcw8mip041QW4wY6uUoijDwfFgn223txeXt5fShOBMgkXBco7Wajj0b9OZ49a/Rr4++oo5j7Gy+lPw4c19u2uE3uyEsswV3wBfJwlHn+O5T6/j7cuGzm7fc+N8Hv/QZdx6WTENLi/tXQNnDhRjRwJmIYQQ56fiy83AqFA2dSjHNsLh50xHguMvQa8XgML0YJbuxW8FO0pE9c+NrpOu32cymdPWo3q7id/5KxOkZs0Y44saprSpZkDhtofAGg/rPmeWhzLMbcdNwDWcqa0vBKGBi44sE1Qm55hrhOEFzFG9sUOKMhzhDHNdsKVckbXNrCxeab43HjCfYsy4xrxBC32FSijGSrwDUvtN8R6e0XIfNB6E1//PXH/DPqbGuYizDn1vrRbFZWWZrJ5h+pkfbxnZNPFiZCbJvzQhhBCTTnwSTL00dsC849dw8N/mZ63h2S+bFmpvuM9kJU++Cp3N8PdPwOPvNtsvu73vR+KhOukjLwQ/+p9nWrcpq6mhDQWpEyXU2/myj0amYQ5N2AGTo345JBQwh7L/4etUZnDccIQC5mCXk6JMEzBrranvMAFzniVY/pA5w7z52P170x7wbGYwHK3kXDO4c9vP4PfvNp8Y3Pwzsy66dr+7FZ67OzKRSz+heu3+faeHo9Pby73/3E9Xj0y3fSYSMAshhDh/zX0z1O/pGzQ3VMI/7oQ/fcDUf+7/G5zeYToaTL/KBLxHNsCGr5msXctRk01e+9mBxy9bD8c2me4TufNMz+jLPgLX3Dv2WcaRuuQ9MONa06YvJC4B7Knm5+HU9l4oQgP/QoFyKHDOnGays8ORM9cM5Gs3U2IXZTjo6vHT3NkTnrQkMzRpibPABOmt1aY+vGTV2FzHSCgFy95vpiu3xJluJtOuMF1Bjkb9vr94H2y+H57/SszDnE3AvK26hUc2H2PbsZZRXcLFRNrKCSGEOH8tuQ1e/r7JsJWuMyUIz3/FzDrn7TDTSB/6N2TPMT1zLVYoXAZ7/mimnF52e9+2av1NWw+v/Mj8HMrYXvu1cb+sYSm4BN79h4HLk7LA224CxMkilGEOBczRU18PV3SJQ1pRn0AylGF2+hohPtnMtpdeAie3mdkL7Slnfw2jccWXBk6zXRbVIaWtBl592NRnv/4bWPlxyO7bSjHJbiMrOZ6a5pEHzC6PySy3dflIG+UlXCwkwyyEEOL8FZcA678ItTtNwHDwGTjwLzOJxqJ3wis/hubDwYlFggOqytab+ldrfOyscrRQnfRIPvqfaKHs62TokBESKpXpX5Ixkix6zhzzveYVaD9FcUaCedjcRW17N+mOOGzu2khP59BzjmaWxvFUth5ctaYW//mvmIGQ7/unKdl47m5oPxn58ppBjFOj6rVHoqPbDBRs7eqJuV5rjbfXH37c6w9wuq2b023dBAJ65Nd2AZMMsxBCiPPbwrebFm//CJYmJOeZaaO7mmHvn2DKEph5XWT7aVfAi9+ElR+DlNyhjx2fBEWXmRZm9uTxu4axlFpoWrElpk/0mYydjDITGIam8k4NdojIWzj8YyQ4zXFeegBeeoCSy+7Aolay62Qbde1ecp0JJhANzbqXGRzQOZJZD8+FUO36L99ovq+607TBW/UJU2Z04MnItglp8OlKijMcvFrdOuKnCmWYWzt7KI0xT8r3nj3I33ae5plPrsVus/Cuh7eGyzfev6qU/71hEr1pOwMJmIUQQpzfLFa49S9wyLSLo2SNqWuNd8AHXzAZw+iJLaaugPf8CUrWDu/4N/0YekaenZswV91jylEmE0cG3P5UJKNcuMzc89LykR3nbb8yn0a89gtsh57ixkVv5Xdba8hKtjMzNxlaT5vSHoB5N5k2fYXLxu46xkJakfn97ThtSo9CM2eu/rTp2hLMKtNy1NQ212yhKKOQv+86TU9vgHjb8IsHXB6TYW7p6oEYAfOBOhc1LV388uVqCtMT2XashQ+uKeXpfXUcbXKf7ZVeUCRgFkIIcf5LyTX1zP3lxfjIXqmBU1kPJa1o9Oc1EVKnAFMm+izGXtFlkZ+VMp8UjFT+QvPldcEz/81nb0ziyT2aU23drJuRDjV1kcGc1rjzrxwjJNbvr9UG826OPO7phC0/gqMbKMr8MAENp9q6w1OBD0eHJ1SS4SNWEXOT27Rn/EnFYVIdcczOS+Hz18/hQL3b7HMRkRpmIYQQQkwuwTZxBc1bec9lxWZRQreZ2CZUw3yhC7ddrBh1p4zokoxYmtw9zM134vL2cqKlm89dNxurRZHhiBt0n8lKAmYhhBBCTC45c0yf46Mb+Pj66czNd3KlDk4fPZna8ZWVQ/0eShNMeURN88gmLwkFzC2DBsxeLivL5KPl07j5kimUzzKDMdMc8RddwCwlGUIIIYSYXJQyweTh58h0xPGv/7cQHrzNLIsu/bjQTVsPL9xLZuNW7LbkUWSYTVlFW5cPsPZZ19XTS1ePn6yUeD5aPr3PuoykeFzeXnz+wBlnJJwsLo6rFEIIIcTFpWy96aRSv8d0WelugavunuizGlv5iyEhDcvRilG1luvoDmaYu3rQum+buCaXySBnJdsH7JeeZEYIDtaObjKSDLMQQgghJp/QgL6fBbulzHuLmQxmMrFYoXQtHH6WaZnvoqrORSCgsVjUmfclkmHu6Q3g9fdd1xgc8JcdK2B2xAHQ2ukjJyXhLC7gwiEZZiGEEEJMPs58uPlnZvKaK/5n6BkfL2RL3wvuej6asonjzV38c0/tsHd1eXpJtpvcqdvXL8McDJhjZZgzHJJhFkIIIYSYHBa9Y6LPYPxNuxJK17Lw6EMsyf0x33nmANfNyztjP2Z/QOPy9jI338n+2g7cPYMEzCkDGzSHSzIuooF/kmEWQgghhLhQKQVX3Y3qaua7UzdR09LF//5tL4++dIwTQ9Q0u72mfrk407SkG5BhDtYwZybFKskwAXPLRZRhHlbArJRKU0o9oZSqUkpVKqVWRq27SymllVJZ/fYpUkq5lVJ3BR87lFJPBo+xTyn1zbG9FCGEEEKIi9CUpTDzOkpq/sLVc3N5/NUT3POP/dz2i234/IGYu4Tql4uCAbOrX+zb3OklNTEuZqY6LVjD3HYRTV4y3Azzg8DTWuvZwCKgEkApNRW4GqiJsc/9wFP9ln0neIxLgFVKqetHddZCCCGEECKiaCWq4xQP3VLGzv+9mh+9awnHmjr5/asnYm4e6pBRnGFmBoxVkpGVHGO+bCAhzkpSvHXQ/s2T0RkDZqWUE1gLPAKgte7RWrcFV98PfBbQ/fa5CTgK7Ast01p3aa03hI4B7AAKz/oKhBBCCCEudsEJWVTDftIc8bxhQR7LS9J58PlDdPX0Dtg8lGGempGIUrFLMjJjDPgLudgmLxlOhrkMaAQeVUq9rpR6WCmVpJS6ETiltd4VvbFSKgn4HHDPYAdUSqUBNwDPj/rMhRBCCCGEkTvPfK83uUqlFJ+/fjaNLi+/2HxswOahWf5SE+NIS4zDFaNLRril3OYH4IEF5uvF+wAzeYl0yRi4zRLgDq31VqXUg8DdmKzzNTG2vwe4X2vtVmpgH0CllA14DPi+1vporCdUSn0I+BBAbm4uFRUVwzjNseV2uyfkecXYk3s5Och9nDzkXk4eci/PI1qzypZC485nOdg9K7x4SY6VHz5/kOLek6TER+KyradMhnn/rh3Y6aWtK9DnXta2dVLq8FKxYQOXvfIDApZ4lA6gX3mUbXoF2uvhuFtfNPd/OAHzSeCk1npr8PETmIC5FNgVDIoLgR1KqRXApcAtSqn7gDQgoJTyaK1/GNz/IeCQ1vqBwZ5Qa/1QcDuWLVumy8vLR3ZVY6CiooKJeF4x9uReTg5yHycPuZeTh9zL88zxxRT4WimIuieFc11cc/9GXvfm8r/XzI1s+nI17NnH1etW8cea7XS728P30uPz0/300yyeVUb5AuDFJnjj96CzESq+Sfnly/lL3UFer2m7aO7/GUsytNZ1wAmlVOjtypXADq11jta6RGtdggmql2it67TWa6KWPwB8PRQsK6W+CqQCnxzzKxFCCCGEuJjlzoeG/RCIdMaYnpPC25ZO5f9eOd6nzVyohjklIY50R3yfLhnNwdrkrBQ7HNlgFk5bHyz70NBQRbrj4irJGG6XjDuA3yqldgOLga+P9ImUUoXAF4G5mGz0TqXUB0Z6HCGEEEIIEUPuPPB1QWvfmuVPXj0DpeD+Zw+Gl7k8vdhtFuJtFtIdcX26ZDS5omb5O1oBacWQURZVJ73XBNme3kHb1k02w5rpT2u9E1g2xPqSQZbfHfXzSWB4k5sLIYQQQoiRiR74lzktvDg/NZH3rSrhoY1H+eDaMubkO+nw+EhJMP2UM5Licfs0WmuUUpFZ/hwWqN4E899iDpRWAnFJ0LCfjLR1gOnFnJ0yeDeNyUJm+hNCCCGEmAyyZwMq3Ckj2kfXTSfFbuO+p6sA6PD04kw0edP0pHh8Aej2+YHItNgFnfvB2wFl5eYgFgvkzoX6fZHpsS+SsoxhZZiFEEIIIcR5Lt5hMsuv/QKqN8Oy22HBLQCkOuL42PrpfOOpKrYda8Hl6aUgvgv+9EFy8z4OwHse3kqc1UJtuweAzNpNgILSdZHnyJ0H+/9GeqLJTl8sk5dIhlkIIYQQYrK47COQNRPaT8DfPwHuhvCq915eQmKclSd3n6aj28dq/Trs+QPrfC8zP8tKnNWEhfmpCfzn8kxsO35hBvs5MiLHz5kH3a1k0wJAm2SYhRBCCCHEBWX5B8xX8xH44XIz0cgbvwOYKa0vLctg0+EmFDDNdhyAjPqXuWvZHMrLV0aO88LXoKsZrvifvscP1klndR4GoKXTN+6XdD6QDLMQQgghxGSTOQ2Wvhe2P2qC56DV07M42tjJydZuinzBbhrHNoL2R/Z11cOWH8K8t8CUJX2Pm2t6Oad0mI4bF0sNswTMQgghhBCT0brPgTUeNnwtvGjNjGwAvL0BCrxHISENPG2kuCJBNdsegl4vXPGlgcdMTIfUqcTV7yIp3kpjsAXdZCcBsxBCCCHEZJSSBys/Bnv/BKdfB2BmbjLZKXYy6CDF1wRL3wdAeuvOyH6Hn4Opl/ZpTddH8eVwbCMzsh0canCN7zWcJyRgFkIIIYSYrC7/BCRmwHN3A6CUYvX0LGZZTpj1ZesgbwHprbvM464WqN0VaSUXS9l66GqmPK2RyloXWuvBt50kJGAWQgghhJisEpyw9jNmxr4/3Ab/uJNrCrzMUTVmfe58KFtPansVeN1mO7TpjjGYYDC9yrKbls4eGt2TvyxDumQIIYQQQkxmy/8Tjr1oyjJc9Vw19TgJzjh6ycKWnANzbsDy8vfh1Yeh5QjYU6FgyeDHc+ZD9hxmuF8DVlBV6yInJeGcXc5EkAyzEEIIIcRkZrPDu34Pn9wDV/4PcdUbWK+3Ysufb9ZPXUFzxlLY/D049CyUrgHrGXKq09aT2vgadnqoqusY/2uYYBIwCyGEEEJcLJZ/EJyF4Gk35RhBR8tuA08HuGqHrl8OKStH9Xq4JvkYVXV9B/519/hp7/LR3eMfZOcLjwTMQgghhBAXi7gEWP/f5ueogLkzuQQW/od5UDZE/XJI8SqwxHGdo4qq2kjAfKTRzcJ7nmHRV/7NwnueobqpcwxPfuJIwCyEEEIIcTFZ9E54+69h3s19l1//LXjn45A1/czHsCfD1BUs7d3J4QY3Pn8AgBcqG/D5NR9YXYrPr9lfOznKNSRgFkIIIYS4mFgsMPfNJtscLTENZl0//OOUrSe36yBJ/jaOBTPJmw43MS07iTuvmgHA8eauMTrpiSUBsxBCCCGEGLlp61FoVln2UVnbgcfnZ9uxZtbMyCYlIY6MpHhqWiZHwCxt5YQQQgghxMjlL0bbnVzBPv7y+imyk+14fAFWT88CoCjDQU3L5KhhloBZCCGEEEKMnNWGKl3L1cde49MHGujq8WOzKC6blgmYgPn1E60TfJJjQ0oyhBBCCCHE6ExbT4q3juUprWw71sIlRWkk200+tjjTwek2T3hA4IVMAmYhhBBCCDE6wRZ0X5x+HIDV07PDq6ZmOPAHNKfbuifk1MaSBMxCCCGEEGJ0Msqg6HIWnfg1X7m+lHdfVhReVZzhAJgUA/8kYBZCCCGEEKOjFFx9D8pdz23qSbKS7eFVRZkmYJ4MreUkYBZCCCGEEKM3dQXMfhNsfhA6m8OLc1MSiLdZOCEZZiGEEEIIcdG74n+gxwW7fhdeZLEopqYnSoZZCCGEEEIIcmZD1kw4WtFnsenFLAGzEEIIIYQQpmNG9UvQ6w0vKs5M4kRLF1rrCTyxsycBsxBCCCGEOHvT1kNvN5zYGl40NcOBy9vLtQ9s5P2/fJXeC7Qn87ACZqVUmlLqCaVUlVKqUim1MmrdXUoprZTK6rdPkVLKrZS6K2rZUqXUHqXUYaXU95VSauwuRQghhBBCTJjiVaCscGRDeNE1c3O5YVEBaY54XqhqYNfJ9gk8wdEbbob5QeBprfVsYBFQCaCUmgpcDdTE2Od+4Kl+y34CfAiYEfy6bhTnLIQQQgghzjcJTihcDkcjAfPUDAc/eOcl/Ow9S1EKNh9qmsATHL0zBsxKKSewFngEQGvdo7VuC66+H/gsoPvtcxNwFNgXtSwfcGqtt2hTyPJr4KazvgIhhBBCCHF+mLYeTu+Eg8+YAYBHK6DxAOlJ8SyYksrmw40TfIKjYxvGNmVAI/CoUmoRsB24E7gSOKW13hVdWaGUSgI+h8k83xV1nCnAyajHJ4PLBlBKfQiTiSY3N5eKiophXs7YcbvdE/K8YuzJvZwc5D5OHnIvJw+5l5PHWN3LlI5MlqLhd28PL9Modi7+GlPjZvB0tY+nnttAou3CqsodTsBsA5YAd2ittyqlHgTuxmSdr4mx/T3A/Vprd78S5VivTMwhk1rrh4CHAJYtW6bLy8uHcZpjq6Kigol4XjH25F5ODnIfJw+5l5OH3MvJY+zuZTmsuAy8LvNQB1B/+gCXNP2Vd1/xO558ZBvxU+ZSPid3DJ7r3BlOwHwSOKm1Dg15fAITMJcCoexyIbBDKbUCuBS4RSl1H5AGBJRSHuBPwe1CCoHTY3ANQgghhBDifJG3oO/j8s/DP+5kec8WEuLi2HSoiSsvsID5jDXMWus64IRSalZw0ZXADq11jta6RGtdggmql2it67TWa6KWPwB8XWv9Q611LeBSSl0W7I5xG/C3cbgmIYQQQghxvlj8HsicQdyGr3JpSTqbD194A/+G2yXjDuC3SqndwGLg66N8vo8ADwOHgSMM7KIhhBBCCCEmE6sNLvsINB3g+sIeDje4qW3vnuizGpHhlGSgtd4JLBtifckgy+/u9/g1YP6wz04IIYQQQlz48hcDsCqlDkhi86Em3rZs6oSe0kjITH9CCCGEEGJ85cwGFFO8R8lKjr/gyjIkYBZCCCGEEOMrPgkySrE07GPV9CxeOtyEmZbjwiABsxBCCCGEGH+586B+H6unZ9Hk7qGqzjXRZzRsEjALIYQQQojxlzsfWo6ytsQBXFjTZEvALIQQQgghxl/uPECT66lmek4yGw9dONNkS8AshBBCCCHGX+48871+L1fPzeWlw00cqr8wyjIkYBZCCCGEEOMvrQTikqB+Hx9cU0ZSvI37njkw0Wc1LBIwCyGEEEKI8WexQO5cqN9LRoLi/60t5dn99Ww/3hLepLWz57zsniEBsxBCCCGEODdy58Pxl+DeLD5S/Qnykm088Nyh8Oq3/ORlPvPE7gk8wdiGNdOfEEIIIYQQZ231pyBtKnScxvrqw/xP6Xo+eXABXT29tHT2cKypk9tWFk/0WQ4gAbMQQgghhDg30othzX+B1nB6J1fVPYLF/y22Hmuhvt0DwOrpWRN8kgNJSYYQQgghhDi3lIKr78HeXc9/xv2bzYea2HS4iVynnek5yRN9dgNIwCyEEEIIIc69ktVQuo73xb/AxoONvHy4idXTs1FKTfSZDSABsxBCCCGEmBiz30SOvw5v4xFau3ysmXH+lWOABMxCCCGEEGKiTFsPwGrLXgBWnYf1yyABsxBCCCGEmCiZ09HOQq6I28fsvBSyU+wTfUYxSZcMIYQQQggxMZRCTStn7d5/kPiGWRN9NoOSDLMQQgghhJg4ZeuJ97WzynFyos9kUJJhFkIIIYQQE6es3Hx/9efQVg1pJVC4dAJPaCDJMAshhBBCiImTlAWFK2DXY/DE+2H7Lyb6jAaQDLMQQgghhJhYt/4FOk6Zn+3OiT2XGCRgFkIIIYQQE8ueDNky6E8IIYQQQogLkgTMQgghhBBCDEECZiGEEEIIIYYgAbMQQgghhBBDGFbArJRKU0o9oZSqUkpVKqVWRq27SymllVJZwccrlFI7g1+7lFI3R237TqXUHqXUbqXU06F9hBBCCCGEOF8NN8P8IPC01no2sAioBFBKTQWuBmqitt0LLNNaLwauA36mlLIppWzB46zXWi8EdgMfH5OrEEIIIYQQYpycMWBWSjmBtcAjAFrrHq11W3D1/cBn/3979x40Z1XYcfz745YgEbmDBYGUsSClEiUGBYxAFKVWLBaKJYgBxhQYwJlKEZEWEFBqOxYqRUSBwgwFK2NpGZHLWGPkKgSCAcGZcidykTQGAoXcfv3jOYvL27z75uW97O7J7zPDZPc859k9y2/PvmfPnud5ALfq237F9opyd2LbNpX/NpIkYGPg16PwGiIiIiIixsyazDD/PvAb4HJJ90n6rqSNJB0ELLR9/8AdJO0p6UFgAXCs7RW2lwPHlbJfA7tSBuEREREREb1KtjtXkKYCdwJ7275L0gXAMppZ5wNsL5H0OM0yjBcG7Psu4IpSdyVwIzAbeBT4JvCs7XNW85yzSz223nrrPa655poRvcg3Y+nSpUyaNGncnzdGX7KsQ3KsR7KsR7KsR7KE/fbbb57tqavbtiZX+nsaeNr2XeX+tcCZwGTg/mZ1BdsB90qaZvvZ1o62H5L0MrAbzXIMbD8CIOnfgFNX94S2LwEuAZg6dar33XffNWjm6JozZw7deN4YfcmyDsmxHsmyHsmyHsmysyGXZJQB8FOSWtcrnAHca3sr2zva3pFmUP1e289KmlwO8EPSDsDOwOPAQmBXSVuWx/kI5eDBiIiIiIhetSYzzAAnAldJ2oBmOcVRHeruA5wqaTmwCji+tVRD0lnA3LLtCWDWUE88b968FyQ9sYbtHE1bAC8MWSv6QbKsQ3KsR7KsR7KsR7KEHQbbMOQa5rWVpHsGW8cS/SVZ1iE51iNZ1iNZ1iNZdpYr/UVEREREdJABc0REREREBxkwD+6SbjcgRk2yrENyrEeyrEeyrEey7CBrmCMiIiIiOsgMc0REREREB2v9gFnlyivR35JjPZJlPZJlPZJlPZLlm7NWDpglTZJ0oqSdgImlLG+gPpMc65Es65Es65Es65EsR26tW8MsaT/gW8ADwCLgNdsndbdVMVzJsR7Jsh7Jsh7Jsh7JcnSsjTPM2wLX2D4E+Btgb0nHAEhat6sti+FIjvVIlvVIlvVIlvVIlqOg+gGzpHdIem9b0S7AywC2nwdOAc4u91eOfwtjTUjaXtLebUU7kxz7UvpkPdIv65F+WY/0y7FR9YBZ0jnA7cB5kr4uaRPgBuC4Vh3bPwbulnR62SdrenqIpPUlnQvcCJwi6fyyaS7wl616ybE/pE/WIf2yLumXdUi/HFvVDpglbQG8E9gJ+HNgJXCG7duBX0r6alv1y4BtJK3vtW1Rd+/7IrAjsDtwCDBD0h/YvgVYWD7oW5JjD0ufrEr6ZSXSL6uSfjmGqh0wA8uADwBb2f4t8D3Ako6g+aY1U9L0UndnYKHt5V1pafw/bd94v257ZslmOvAcsGvZdjTwmeTYN9In+1z6ZZXSL/tc+uX4qG7A3FrAbvtFmo5/eNm0ALiD5oPhOeBM4HBJc4EjgLvHvbHRSeu9uRxA0nuAS4FbgM9J+jLwFM0BDMmxh6VPViX9shKS1oH0y0q0Bszpl2Oo708rJ+lzNGuvnrC9dMC2g4BPAufbXiBpKnA68FnbSyRNBPa3fcO4NzzeoFOOq6k7leanp3Ntz0+OvUXSsTR/cB+1/dKAbemTfaRTlqupm37ZwyRNtv3YINvSL/tIpyxXUzf9cpT07QyzpGmS7gc+CnwaOL9t25XlTTIPeAT4PIDte4DNgG3K/VfzpumuIXL8F0n7DNyn5Lgx5dt0cuwNkv5Q0n3An9AcLPTNtm3pk31kiCzTL/uIpI9Iehm4VNKWbeXrSbo8/bJ/DJHlZemXY6tvZ5glzQY2sH2hpPWAm4Gf2T5D0ja2ny31tga+DzxMsxD+cWC27SVdanq0GSLHrW0/V+qtY3uVpA/SnBJnKXBcWXMXPUDSvsBhto+TNAm4GnjI9inpk/1liCzTL/uEpLcCM2kGSx+n6Xffs72qbN/C9gvldvplD1uDLDe3vajcTr8cA30zwyzpbZJ2l7R+KZoObAdgewXwEPD51h/m1iL48sH+ZzRvrgttH5YPgO4ZZo7PvXFXzQAuAH5g+y/S+btL0iaSpkuaUIp2pjmAiLKs5gSa9XPbpk/2tmFmmX7Zw0qWH5I0oSyj+Q/blwLX0Ay4dmjVbQ2Wy+30yx4zzCwXvXHX9MvR1hczzJL+GphN8833JeAomlOn3AqcBGwPbErz5llk+4Sy3zHATbaf7kKzY4AR5niD7WckreucaL3rJJ1Mc9T1r2iyPB7YiibL3Wz/T6n3j8CmtmeV++mTPWaEWaZf9pABWS4BvmT7mbbt/wrcB1xk++W2mcj0yx4zwizTL8dAz88wS/osMAP4oO1PABOBQ23/CjiW5pKP7wYuAr4DLC4/7UMzQ7KsNbMV3TMKOa6UpHT+7pP0GWB/4ADbBwN/BEyz/ShwE3BxW/UrgXXVXAgB0id7ygizXE76Zc9YTZa705xfGUkblGoXAAfSfCEC2Kj8u5L0y54xwixXkX45Jnp+hlnSdjTtfKrc/wLwPtufXk3dU4Fltr8xzs2MISTHepQPYpfbuwDfAi63fWX5MH8I+KLtayUdCnyo9WtB9JZkWY9BsvwucHVrnWvZdjqwG80BfXNt/2032huDS5a9qWdnmFXO3Qo83xpkFZvRXObx9XqStpN0MXAkOa9gT0mO9WjLUuX+tsB1wG3AJyR9DdiE5mIHH5Z0C3A2cOe4NzY6Spb1GCLLPwXOlDSlbZfdgQNo1sNmgNVDkmVvW2/oKuND0kyao3IX2H6x9VOC7WVl+wTbr9EcIDavtZ/tlWpO0v0ssKeHOFdojK3kWI8OWa4q/y6UNMX2q5ImA18B9rD9I0k/pflJ8TYPcV7tGHvJsh5vIsuzgN8D5qs5hdwC4Oh8xnZfsuwvXZ9hljRZ0m00R3z+MfBPaq5tj6S/K28oyiALYEvgJ2qO6D5H0mbAD22fmTdN9yTHeqxpltCc07P8+xiwIc36OWwvt31TBljdlSzrMYIs30KzRhngXttfyWdsdyXL/tS1NcyS1rO9QtLHgb1sf7mUXwZMsD1TbecVLNt2A64AFtKs2Tnb9vXdaH80kmM9hptla51dyfMUmgM3j7L9ZNdeRADJsibJsh7Jsr+N+wyzmivS/APwDUl7Au+jObVYy8PApyS93/YilevdFxOBXYBbbE/LIKt7kmM9RpClynq67wAP2J6RD/LuSpb1SJb1SJZ1GNcZZkkC/pnmMo030Zwk/Q7gNOALwASagdQqYLLtg8p+BwNP2p4naVJ+Guyu5FiPUcryLbZf6Ub743eSZT2SZT2SZT3G+6C/twJTgI/afknSYmBX4AfAq8DHgL8HFgMntg2qDLwMr191KrorOdZjJFm+ApAP8p6RLOuRLOuRLCsxrksybL9Ic0TorFL0U+A5mjfFj2wfYvsumjfXa61Ble3rbD88nm2NwSXHeowwy4fGvcExqGRZj2RZj2RZj26cJePfgSmS3u7m6M4FNFf/2lHS5pLOBs6jnO+z/JwRvSc51iNZ1iNZ1iNZ1iNZVqAbA+ZbgUWUb1u276VZAL8OsBOwLrC/7WvL9t6+FOHaKznWI1nWI1nWI1nWI1lWYNwvXGL7GUnXAedJ+m+aK7otA1aWN9HPx7tNMXzJsR7Jsh7Jsh7Jsh7Jsg7dPA/zgcChwF7AhbYv7EpDYkSSYz2SZT2SZT2SZT2SZX/r2oAZQNL6NL8+rOhaI2LEkmM9kmU9kmU9kmU9kmX/6uqAOSIiIiKi13XjoL+IiIiIiL6RAXNERERERAcZMEdEREREdJABc0REREREBxkwR0RERER0kAFzRMQYkrSjpAcGlJ0p6eRhPMbjkrYYos5pa/A4d0maL+lJSb8pt+dL2kvStWvanoiItc24X+kvIiLGxGnAVztVsL0ngKRZwFTbJ7Rtvn3smhYR0d8ywxwR0SWS5kg6X9Ltkh6QNK2Uby7pZkn3Sfo2oLZ9rpM0T9KDkmaXsvOADcts8VWl7AhJPy9l35a0bod2vD4LLmlWeY7rJT0m6QRJf1XacqekzUq9nSTdWNryM0m7jN3/qYiI7sqAOSKiuzayvRdwPHBZKTsDuNX2e4D/BLZvq3+07T2AqcBJkja3fSrwv7an2J4p6V3AYcDetqcAK4GZw2jTbsDhwDTgXOCV0pY7gCNLnUuAE0tbTgYuGu4Lj4joF1mSERExtga7nGqr/GoA23MlbSxpE2A68KlS/kNJi9v2O0nSweX2O4B3AosGPPYMYA/gbkkAGwLPD6PNP7H9EvCSpCXA9aV8AfBuSZOAvYDvl8cHmDCMx4+I6CsZMEdEjK1FwKYDyjYDHiu3Bw6oPUg5kvYFPgx8wPYrkuYAE1fznAKusP2lN9dkXmu7vart/iqavxvrAL8ts9cREdXLkoyIiDFkeynwjKQZAGUN8MeAW0uVw0r5PsAS20uAuZQlFJIO5HcD7rcBi8tgeRfg/W1PtVzS+uX2j4FDJG3Vek5JO4zia3oReEzSoeXxJWn30Xr8iIhekwFzRMTYOxI4XdJ84L+As2w/UrYtlnQ7cDFwTCk7C5gu6V7gAODJUn4jsJ6kXwBnA3e2PcclwC8kXWX7l8DpwM2l7i3A20f5Nc0EjpF0P/Ag8MlRfvyIiJ4he7DldRERMZbKkoqTbd/T7bZERMTgMsMcEREREdFBZpgjIiIiIjrIDHNERERERAcZMEdEREREdJABc0REREREBxkwR0RERER0kAFzREREREQHGTBHRERERHTwfxHhaYw2xHCRAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[['AskPrice1', 'BidPrice1']].iloc[:200,:].plot(figsize=(12,6))\n",
    "plt.grid(True)\n",
    "\n",
    "# spread\n",
    "plt.figure()\n",
    "(df['AskPrice1'] - df['BidPrice1']).iloc[:200].plot(figsize=(12,6))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:42:29.354687Z",
     "start_time": "2021-07-25T04:42:29.195173Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[['AskVolume1', 'BidVolume1']].iloc[:200,:].plot(figsize=(12,6))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:43:38.208635Z",
     "start_time": "2021-07-25T04:43:38.068893Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['OpenInterest'].plot(figsize=(12,6))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:44:05.872741Z",
     "start_time": "2021-07-25T04:44:05.731673Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Volume'].plot(figsize=(12,6))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:45:13.047002Z",
     "start_time": "2021-07-25T04:45:13.044371Z"
    }
   },
   "source": [
    "# Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T04:47:40.934637Z",
     "start_time": "2021-07-25T04:47:40.801503Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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nPukAA2FCyMjChhpkmPECjXCWJVrTlaFu2A1kFABQLVuoNZzN3dgBQk8CUyNMOsFAmBAysqj41+H0KBlCPCljrhFJaYTjemH7cL9Yzn99smKFmeLtiMeMMOkCBsKEkJFFUhpBhhgJxDLCLSd+HLe0QFiXRmz7jLC2m5gRJp1gIEwIGVkojSDDipTS9xEWIpJGuHHdb8uV4bHtelGxXLVib/NAWMsI89wnHWAgTAgZWdRMMjPCZNhQsZwhoiYZjYRGuOV6oVzClXpG2GQgHEDXCNIJBsKEkJFFsqEGGVJUMJdXLOe4MnzIa5NGbGuNcPQzH4JJJxgIE0JGFhVMUCdIhg11yBqGQDkjEG65HlxPwvMkvFhG2MZay922D4C6fZqeHSYkDQbChJCRRQUTLU6PkiFDD+BKGQ011HHd8vyA2Aw1whYAbFsvYWqESTcwECaEjCyex2I5MtzoGuG2jHDgItFypV8sp2mEAaDW3J7yCPoIk25gIEwIGVnYWY4MK7pG2M7SCAcRn+N6vjRCRNIIANtWJ6z2Xck0eO6TjjAQJoSMLOoeuF21kmR48VJcI5LSCBUYNwOtcKgRDqQRtUZrk7Z2sFDKCNsUzAiTjjAQJoSMLOomyKwQGTZUVlPkuUZo0h8v0WIZAJa3aUbYDfadbRnsKkk60jEQFkJcKoS4SwjxghDiOSHEv01ZRgghfl8IcUgI8bQQ4i392VxCCCmOZEMNMqTIIH4zhOYakSyWC35X7hF6i2WAxXKWYTAjTDpiFVjGAfAzUsrHhRCTAB4TQtwppXxeW+abAVwT/PtqAH8Y/E8IIVtGKI1gVogMGbGMcEqxnJQSLTe9WG6ivL2lEeq8L5mCs0GkIx0zwlLKeSnl48HPywBeAHBxYrHvAPAx6fMggB1CiAM931pCCOkCFsuRYUUdsYYQMAwByxCxQFg/plttxXLbWxohNWkEM8KkE11phIUQVwB4M4CHEm9dDOC49vsJtAfLhBCyqahAWEraKJHhQneNAHydcCwQ1uQ+TpARNhMa4SJtlk8t1fGJh4/1arMHAmWbaJsGZVGkI0WkEQAAIUQVwN8C+Ckp5VLy7ZQ/aTv6hBB3ALgDAPbv34+5ubniW9ojarXalqyX9B6O5ejQr7FsNJrhz1+am4NtpF2qSC/hedkbLjT8oPell17CXOMIhHRx+NhxzM2dAgCstKJb7EOPPIp6o4GFhXnMzZ0DAJRN4OChw5izXstdz+eOtPDxg01MLr6MCTt+fgzrWH7liC8Jaayt4mxrdSi/Q68Z1rHcDAoFwkIIG34Q/BdSyr9LWeQEgEu13y8B0Hb2SSk/AuAjAHDzzTfL2dnZbrd3w8zNzWEr1kt6D8dydOjXWJp3fx5o+TfFd9z2rlA7SfoHz8vecHKpDtz1RVx37bWY/erLMH7fF7B3/z7Mzn4VAOBsrQF88QsAgDfdeBPMZx7DpRdfhNnZGwAAU/d9ATv3Rctn8dxdh4CDL+Jtt74d+yYrsfeGdSwP3fMKcPAF7NoxBVMAs7O3bfUmbTnDOpabQRHXCAHgowBekFL+TsZi/wDgBwP3iFsBLEop53u4nYQQ0jW6HIJTpGSYaJNGmHFpRMuVsZ91aQQATJatQhrhhvIidkanoFRqxXKURJFOFEmP3AbgBwA8I4R4Mnjt5wFcBgBSyg8D+DSAbwFwCMAqgB/u+ZYSQkiXSOmb6rdcSecIMlToDTUAoGwZMfu0lv6z5/k+wiIKhKsVq5BGuDmCgXDoI2waWG1uTws5UpyOgbCU8l6ka4D1ZSSAH+/VRhFCSC/wpETJNNByXTpHkKFCOR8go1guFgg7HhzPg6nN8VbLFla6CYRHqPuipwXCzAiTTrCzHCFkZHE9GXblYiBMhgmZyAiXEhlh/Xh2PAnPizrLAb6XcBFpRNP1M6ajlBGOWiwzECadYSBMCBlZpIza0zojlPEio08njXAyO+xqPsKArxHertIIZZ9WsqgRJp1hIEwIGVk8yYwwGU6SGuE2H2GvvVjOMrrXCKuiu5EKhLWMMM970gkGwoSQkcWTErapMsK8IZLhQW+xDLRLI3SNsApidWlEtWyhVncirXEGo6wRtgxKI0hnGAgTQkYSKSU8CZQtE0A8cCBk0JGhNMIPbu02+7To53rL1/maCdcIx5OhPVoWo2mfJiGE7xhDtxjSCQbChJCRJPQSDaQRzAyRYSI0jch0jYiO50ZGRhjo3GZZZYJHKyPsPxSYBjXCpDMMhAkhI4maHi2ZfnDAzBAZJtp8hE0jlt110jLCaYFwB+eIpjN6rhGelDCEgGUIaoRJRxgIE0JGEmWqH7lG8IZIhoc21wjLiHsHaz+rADkmjSiaER5BaYQbSCNMw4DL8550gIEwIWQkidqs0jWCDB9RsVy6j7AujVAZYSPhGgFsT2mEDLrsmQbPe9IZBsKEkJHES2SEWSxHhom2hho5xXJRRjj6++LSiNHLCHuehKEywgyESQcYCBNCRhJ1A1T2abwhkmEiTRoR8xHWi+XyNMIFpRGd3CWGCS/ICPsa4dH5XqQ/MBAmhIwkKu6N7NMYCJPhIc01wm+lHDTASMkIp0kjljsEwqPZUENphAU8GXWaIyQNBsKEkJFEJqQRzAiTXrLScPBTn3gCZ2uN2OvPnFjEL/79sx0bWXQiTSMMRAGwco0wRLqP8GTZDrczj8YINtSQUsIwRNhpz93gWJDRhoEwIWQk8cJiOdqnkd5zcGEZn3zyNTx5/ELs9U8/O4+PPXAUa0Fwul7aWiwHEh8VuKpM7njJSs0IV2wDpiEK26e1RiojHPgIB+c+H4JJHgyECSEjibr5RcVyvBmS3qEyssnjamGxnvp6t8gUjTAQSRhawYPdWMlMzQgLITBRMrela4QvjdAywgyESQ4MhAkhI0m7NGJ0bvRk61HBVTLIigLhjR1vWRlhFbC2HJURNlF32ovlAGCyYmN5O7pGyMg1AqCFGsmHgTAhZCSJpBEsliO9pxUcYEnJzcKSHwhvtIFLpBH2fw9nNoKA1fE8GAIoWwbqrXZpBOA7R+RphB3XC8+TkQqEvcg1AmBGmOTDQJgQMpIkO8vxZkh6SZo0QkrZs4xw6BqB9GK5puvBMg1YhoGG0y6NAHzniDxpRMx5YsSkEYaIMuSsDyB5MBAmhIwkXptGmDdD0jucUBoRHVdLa05YJLfxQDihETbjGmHHlSiZBmwtI2wm7ugTZSvXPk3PAo9URliCGmFSGAbChJCRJGyxzIww6QNK+qBnhJUsIvn6egg1wkY8Ixy5RniwTAHbEFpDjfgtfbJsoVZvZa5DzwiPUiDs26dpGWHKokgODIQJISNJKI0I7dN4MyS9Q0236w9Y84tr4c8bL5br4BrhStimAds0UHfSM8K+Rjjbxm10M8LS1wjTPo0UgIEwIWQk8SSlEaR/RBnh6Lg6GcsI9yYQFlmuEa4H2/CDPRXEGt1qhPVAeITOD9Vima4RpAgMhAkhI4nSWFqGASGYFSK9RWWEnVhGuK69v1EfYf9/I9lZLtQIe7AtIwyQgXb7tImyHwhntRjWg99RelBUxXLUCJMiMBAmhIwkug+rbRi0TyM9xUnxEY5lhDcoNZAIMsLB72nSCMuIpv+BdteIybIFAFhppmeF1WdZhhgpaYQMM8J0jSCdYSBMCBlJVIBiCMAyBRtqkJ6SJo3QM8KtDWYh1eGabKjR0qURgUZY0eYjXAkC4QydsAp+JyvWSAXCrudrhNWDATPCJA8GwoSQkUTXWJqGYEaY9JS0jPDCYh0zUxUAG88IZzXUaDrZgXBSGlENMsK1RrpzhPqsasUK3ShGAb/FMmCyUJYUgIEwIWQkURpL0xCwTYPTo6SnpDXUWFiq49JdY/77Gzze2losK/s0N9Im26aArUkj0orlAGS2WVafNVGyRrJYjhphUgQGwoSQkUSXRpiG4M2Q9BSVZVQBcb3l4sJqC5fuHAcANDc4AxE21Aju0uWgVbjK4jadoLNcoYxwvka4Wh4taQR9hEk3MBAmhIwkkQ+r33SA0gjSS1RwpQJi1Vr5kl3jwfv9yQiHrhGe31ku5hqRzAirQDgjI6z0xtUR0wiHPsIGm+mQzjAQJoSMJHpnLss0eDMkPSWyT/P/V4Vyl+70pREbbrGccI1QEohmorOcpWWBjZSGGkDBjPCISSOE5hqhmusQkgYDYULISCK1zlyWIUbKJ5VsPcliuVPLQUY4kEb0qsWyaqhhmQYMATRdN/x82zRgW9nSiMlKsUB4smLB9eTIPCy2+wjnn/tPn7iAb/zdL2NxLbsdda/56L2H8dN/9eSmrY9kw0CYEDKSRBphEdinjcZNngwGyWI5ZVG2a6IUvL7BjHCixTLgyyPirhG+7EeRlEZMdJBGqCywyhyPijxCSn9fFNUIP3z4HL5ysoZDp5Y3Y/MAAE8cO4/7Dp3ZtPWRbBgIE0JGkiijBphsqEF6TLJYTkkkxktm8PpGM8LRg5yiZBrxznIdfIRt00DZMgpII2z/9xGZNVE+wqrZSKeHYNUIZWGx0fdtUziuzHxAIZsLA2FCyEiiMmqm8C2maJ9GekmyWE4FlWNBILzRoDLZUAMASpYZulH4neUSrhGJjDDgyx6yAmHlHTxRjjtSDDvKR9gyivkIK333/OJa37dN4XgSK003s/012TwYCBNCRhI3tJ/yC4oojSC9JCyWSwTEvc4I67FtOSGNKFlxH+GkRhjwZQ9FiuWA0ckIRy2Wi7lGqIyw3iK736jjJ6v9Ndk8GAgTQkaSyH4KsAyDxXKkpyQDYNVJrmQaQSfDjbpG+IikRlhrsWwZ+dIIwLdGy9MI26ZA2Y5bsw07XuAj3H1GePMCYRWcZz2kkM2jYyAshPgTIcQpIcSzGe/PCiEWhRBPBv9+sfebSQgh3aFrLFksR3pNqBEOMnut4He/k6FAa4NSHJmpEfaL8hzlGqEFwlZKIDxRsrCckxH2vYhHTxph6PZpOWPheRKnlnxt8GZmhNWDEnXCW0+RjPCfAfimDsvcI6W8Kfj3qxvfLEII2Rie5hphsqEG6TFRsZzS7PpBpRACtmGg5fTGPk0PhG1LRJ3lgmyuldNiGfA1wisZgbAvrzDamnUMO8pHuEhG+NxqM8yyb2ZGWB03WQ8pZPPoGAhLKe8GcG4TtoUQQnqGHkjYpsFiOdJTkm4RLccLg1Lb2vjx5qXZp5mRNMLx/IxwKafFMtBZI1yyjKhZR+BRPOzIwEc4yghnB8KqI+CVeyZwaqmxacVrKjjPekghm0evNMJvF0I8JYT4jBDijT36TEIIWTd6sZFpiA0XLxGio2YYdK2wkin0ooFLsqEGEPkIe0HzCyuREU5zjcjVCDvxjHBjhDLCeovlvHNfBcI3XboDTdfDudXmpmyjelCiNGLrsXrwGY8DuFxKWRNCfAuATwK4Jm1BIcQdAO4AgP3792Nubq4Hq++OWq22JeslvYdjOTr0YyyfWfBvME88/hjOn21iqebxeNkEtst5eeqMH0Cdu7CIubk5HDnegHQdzM3NwW01cfzVeczNrX8y9cWjfpezBx64H1MlP8CtLdWx0pL4YrB/Txw9AvdslM+6//57MWbFg+FzJ5tYXGuljsmJ+Tqchofnnn4KAPDo40+ieTwKC4Z1LBeX1mC1arj//nsBAC++dAhzztHUZe8+5u/nifppAMA/feleXD5lbso2AsCjTz2LsbMv9n19wzqWm8GGA2Ep5ZL286eFEB8SQuyRUra1TJFSfgTARwDg5ptvlrOzsxtdfdfMzc1hK9ZLeg/HcnTox1iuPD0PPPk4bnnb2/BI7RDOvrrI42UT2C7n5Udffgg4fQbj1SpmZ9+FT595ChNLZzA7O4vJR+7C7r07MDv75nV//tH7jwAvPId33nZb2K3uz48+ilcvrOHtt70d+Pzn8PprrsLV+6rAE48CAL7m9ndhvBS/rT/rvYRPH/4K3vHO28PMr+Ivjj2KZbGGW9/2VcBD9+INb3wTZq/fH74/rGM5/uTd2LtrHLO3vxn4wmdxxZWvw+zsVanLPvq5F2EefBnfNXsz/vyF+3Hx1TfE9kG/KD/+ZWC5houvuBqz77yy7+sb1rHcDDYsjRBCzIhg7kYIcUvwmWc3+rmEELIRdI1lL6aqCdFx3GSxnIw0wqbRw85y0Wu+j7Ab6pPbOsulSSMCj+A0LarvGiFGrlgu8hHu7BqxsFTHvskyLt4xBgCY3yTnCDWG1AhvPR0zwkKIjwOYBbBHCHECwC8BsAFASvlhAO8B8GNCCAfAGoDvkcr3hRBCtghPb6hhUiNMekvYUMOLXCNCjbBW1LZeMjXCrhd+tmUaoQ4WyCiWq/jtk2sNBzuDzLIiqREelWK5pI9w3lAsLNaxf6qCvZNlmIbAyU1yjnDoIzwwdAyEpZTf2+H9DwL4YM+2iBBCeoDuI2waRkdTfUK6IbJPixpc2EFQWjJF+Pp6kVmuEY4XPtT52dwOxXJBRng5pSir6Xqo2KNonyYhhIBhCAjROSN8zb4qTENgb7W8aRZqtE8bHNhZjhAykqh7nyEA2xS0TyM9JdlZznEl7CAotUxjw77VXkpDDeUjrGQ+lhHPCKd2llPSiJRWvsr7WFmwjUogrKQRgJ8VznsIVhlhAJiZrmxaU40wI0zXiC2HgTAhZCSJdZYzDLiURpAeooJRFRA3NWmEbfbOPi3eWc4MAmH/TduKNMJpsgjAt08D0gOu0bVPk2Em3TSyu0ou11uoNRwcmA4C4akK5hfXNmUb1YM5NcJbDwNhQshIktQIb7Tl7ajgehKrKdlB0h2ul5IRNlQgbKw7EK41HEgpIUONcPSe0girz7aDds5AuiwCiDLCh07VcPzcauw9PxA2UQ41wh4c18OhU8s4dGoZjQ12x9sqvFhG2MDpWgOvnK4hWb6ksr8z03pGuLEp27gZ0oiG46LhdKf7llJuO90yA2FCyEgSZdSC6VFmhAEAH3vgCL7+v355qzdj6AkDYE/TCFuaa8Q6NOlnag285VfvxIOvnIs1hFFUbF9yUW+54XpURtjIuJvvHPeL5f7jp1/Au/7zXXjg5cjUqeH40ghbk0b8p88cxNf/zt34+t+5G//tic1rOdxLfI2w//N4ycTfPf4q3v1fv4w/fzDuJaz0wDOBNGL/VAW1hrMpWdrNaKjx03/5FP6vv366q7+579BZvOXX7sTZ2uY8EAwCDIQJISOJLo0oWyYcT264gGkUOH5uDa8t1tuyY6Q7QtcIZZ/myVCvaxliXXrbs7Ummq6H+cU1rVguioT3VMsAogBO7yyXlRHeXS3jE3fcil/+tusBAK9diKb+m64vjTAN32qs6Xg4dKqGK3aP48ZLd2CpMZzHiOfJcH/86Q+/Df/9e30/59O1eNc41VVOZYSrZb+RRpqeuteo46af2dfXFte6lnocP7+KpuPh3MrmdNgbBBgIE0JGEl1jWbH9S119RDSQG6EeTJVu1N5ruxMVywUZYUfTCFvrywjruuM0jbDKXCqJg17ollYop7j1dbvxrTdeBCAe5CkfYfVZTcfDyaU6rtk/iUt3jmFIlRExacQbL5rGt914UTArFD/mVSCsiuXKth8IN1r9PTeklJtin+a4suuiTTXbsNFiz2GCgTAhZCTxvMh+aqzk3+DURX47o/bBqDgEbBWtREMNx/NCva69zgYuuu44raGGylyeOO9n+SzTgNWhWE6RZqOmiuUAX3/ccj3ML9ZxYLoC2zRy/XcHGeUjrJNWNLewVMfOcRuVIABW//f7OqFvR18DYU92fRzWW5HUZ7vAQJgQMpLo0oiKxUBYobJdDIQ3hqs11JDSz7xFrhHr6ywXNenwUhtqKHeD4+dXg/V0LpZTlC0DtiligZeSRgB+ILxUd7C41sL+qQpsU2BYk4KejO83QBUwJgLhxTpmpsfC3yvBvqj3OSOsssHVsoWm43Vd0FZ4Pa7X9XGorpHbyW6SgTAhZCQJp5YNgbK9OTe4YSDMCG+jjE8/0AMMN8i8Kb3uejvLxdo2awVfil0TJZRMI5RG6MVynTLCQghUy1ZYnOV6Eq4nUTL9h8SSaeDo2RUAfsBtrbPgbxCQmn2aws8IJ6QRS3XMTJXD38OZoz4Fpgq1X6fH/ELGlUZ/1ueuJyOspFPDqotZBwyECSEjiS6N2Kwpz2EgutExEN4IepCopqCVXne9neV0Jwpd56oQQmD/dDmURnQTCAO+p7ByRFABksoIly0Dx875nzszVUHJNIY4Iyzb9p1tCrSS0ohkRji4Tqw1+xwIB/t+R+Do0S/niJbndW0bqWaMmBEmhJAhJyaNYCAcom7yDIQ3hq4J9h1JZCwjvJ5iIxWctlwZawqhMzNVCRtfWKbv9iBEe9CcxkTJCn1r1Wfo0ogzgWXWzHQl6MjW9VcYCNIeIkxDxJrqNBwXZ1eaYQEigE2TUKkHnjAQ7pNO2HElWl1mdtX1gRphQggZcmKuEZuk/RsG1D4YlS5iW4HSBKvAyXG9RGe59TXUUEVUridTda4AYhnMkra+IhnhyUokjWimBMLROiqwreEulkvuOsswYtnRU0HjDKW7BrBp7jJKArNjvASgj4GwJ7vO7KoZI7pGEELIkBN1lqNrhE50oxvSKGcAUA9Zym5LZYQ32mI5cqLwUnWuAGKaVktzqSgkjShbYdClNMzlUM7h/z9VsTBesmAbAo7EUPpNe166NELXdS8EXeX2xwLhzcoI+/t+Z5gRbvVnPa7X9cxPZJ+2fa4PDIQJISNJpBHWpBF9LoIZBugasXFUkDBW8m+hvl+rZp9mGvAk2uy6OpG0T0uTO+gZYd23uEAcjGrFDjXCavz1bngAcCD4fPV7t99hEPBku2Y6aZ+mmpIcSAmEG/0OhFVGeMzPCC/3SSPsZ4S7dY2IN4rZDjAQJoSMJHFphMr0MPija8TGUQGVOq5argdH7ywXBMTdZtWcmCUbkBbb6ppWO+xkV0waUS2boUY4lEYo14hAGqEypMqfeBinyNOkEUm5yslEMw1Ak0b03T4tXizXL9cI9YDWDdvx+sBAmBAykugNCaIbHDPCbKixcVS2LDmVHuptgyCy22xc2K7ZTXeNAKKmGkCUzS2ZolCxnG6flqURPhAEhiq73a3rwCAgs4rlEhnh8ZKJqYoVvha6RmxSsZyyT+uXNMK3T5NdyVuUPpoZYUIIGXJUVkgIEWo5t3sgLKUMb/IMhNePyuipByy1T60gK6v+b3W5j9XnuoE0Ii221QPhKANdNCNsY63lBsV9ieA9kRFW0ohuv8MgkOa4YZlGzD7t5FIdM1OVWEGiKjrsu0Y4CDKnxmwI0V/7NKC7B7I6XSMIIWQ00DWWzAj7+LZc/s/baeqz16jAIuk7q2t2ge6zqa0wI+xn8YyU4HbfZDkMkCNNcsFiuSD7udJww4YJKntdDjXC8UB4GJtqpPoIG3Fv5/nFtdhDhaJiGZvWWa5kGqhqlna9xA3kNUB32d3tWEzLQJgQMpJ4Mmo7WzL9YqLtrhHWiwVpn7Z+VJBQtuJT6WFgaqxPXxvZp2VLI2zTwJ5qGZYhwmymbRqFpBGTZT8QrjWd8EEomRFWGmSlcx7GmYM06znTELGg/uRSI6a3VlRss/+d5YJ9bxoi1uSkp+vQHsK6eeiNXCOG7wFovTAQJoSMJJ4XTS2LwDliu2eE9e8/jAHOoBAWyyVmGqKMcNBoo8usmgqwnZyGGoCftVXrUustkhGeUIFw3QnHv5wMhIMs6Xp1zluN1GoDdGzTCMfD9aQvjUjLCG/CdUIFmZYpYpZ2vUTPAndzHEauEdvn+sBAmBAykJxaquPImZV1/31yenQzMj2AP+V6/NxqoWWllHjkyLnw5t1wXDx94kLbchvdF4qGlhHvNPX54sIyFlf7U8STZO7FU/jkE6/ic88tDIVdlwpkxhLFVcppwQozwt0FE+q7tzwJ/6f04Hb/VCXM2PrrFeHsRx5KGlFrtNqL5cz0jHA338FxPXz22Xl88olXce9LZzKXO3Z2FZ984lV88olX8eqFtcKfXwTdLUZHL5Y7W2vA8WRGIGzEzpN+oLbDMgxUK1Zf7NP0B5is7O6Txy+gkbgm0keYEEIGhN/87EH86P96bN1/708tR79vhvYPAH7p75/Dz/3N04WWffrEIr77ww/gsaPnAQCfemoe3/kH9+H8SjO23H/6zEF84OOPb3jbuskIf+8fP4gPzR3a8Do7cezsKn7oTx/BT/3lk/jR//UYHjlyru/r3Chum0Y48OTVfISB7qeXHU0akdVQAwDeeNEULt4R+QlfvGMMB3a0B3VJqkFGeLnuYLXpB1/KAu7inWO4aLoSWnpF36H4OfPlr5zG+//8cfzUXz6J7//oQzi1XE9d7j988hn81F8+iZ/6yyfxG//0QuHPL4Iam2SG3G9y4r93puafX3urZSSp2GbfXSOUdry/GeH8h95zK038iw/dh396ej58zfNkKJlqDcEDaa9gIEwIGUiW1hwcO7e67s5WXqLYaDNucACwVG/h/Gqz84IAztT8Nq+La37m9cJqE55sb7l6ptYIl9kIawUDYSklzq82caxgZnsjnAv21R23vw6Avw8GHRVYJF0j9M5y+nLdfm7LlfC8dI0wAHzga6/G33/gtvD3333vTfjt776x4+dPasVyJ4POavuCTnX/8u1X4Es/O6vpjtV3KH7+nTjvZ3d//GuvAgCsZvjjnji/hndftw9vvGgKS/Xezjoo28S0FssqSA676tntIdBmSCPcYJ/ahhGztOsl8Yxw+3G40nDgSeC8Nuuj1w0Mo1vIemEgTAgZSBzPw1rLxdLa+m4SyTarZdvse8cowNfmFS1EqyWaG6gbdLK4ZVnTdG4EPSOeV0DTdD1IGXXf6icqCLhuZhJA/7ps9ZKka0SbRnidGeGoWC5fI2yZRliop9ana4azCDXCjRYWlurYOW6H38Ewog6M+nfoRis6v1hHyTTw+v3+WDoprhlSSswvruF1eyYwPWb3POiUWdIIU4SZWBUYpu2zim1sWotl0/Azwv0plpOpPyvUPtC/q/7zsGnDNwIDYULIQKIu1AtL6wvGktKIMXtzpBEt1wvttDqhgj4VlLacqKGCTq3h9KSKu6g0oh5M9Z9c577vBtVMQOk1+zFN3Gvc0EfYDxyVzEDpatfbWa6VaKiRdD7YKLo0YmGxHuuqlkTpnLtxHDi5VMe+qXJYgKcs2nSW1hzUWx5mpit9maXxsorlDBFrWAJE31FnzDY3zT7NNn3XiH7Yp+kPMGnnujrWYoGwphfeTvaKDIQJIQOJulDPL66vmMaTMqYT3CzXiJYrCxfltWeE05td1HqWES5mn6a2/9Ryo+/Fa+phQBVp9au5QC9pJTrLKY2wKjgLHRe6zghHrga+j3BPNjekGmaEHSws1UPP4DRKofNF8e8wv7gWc7RIywjPL/nnsx8I9/7hNAqEk8VykTRCjZ/6jjrlTbFPi3TMSiO8XglY5jrWlRGOxoKuEYQQssWEGeF1Ts/7nbk23zWi5XqFA241JRpKIpz4//pyPQmEtc/Iy/io7Xc9GeqY+4XaBzvHSyhZBmrNwQ+Ek/ZpbZ3l1lFo5i/vf67j+q4RIsM1Yr2YhsB4ycRKw88Ip7kmKNbjfHFyqRE4WmT/rTqfZ6YqqFi9fzhVMV8ym+4Xy8WtwdIywhXL7LtrhC7NqJYtSAmsFpxFKor+AJM2DlEgHL2njwV9hAkhZItRF/J1SyO8hGuEbRSWLGwEPxD2CmV4QmmEkx0Ie54MGyBsNGtUbxaURmg3x37rhFVWfKJsYbJPhUO9JiyWsxIaYWtjxXIqg9ryvFyN8Eaoli2cXWniTK2JmamxzOW61Tkr7a+fEc4utAsD4emKn33tcdCZ5SNsmULLCOdrhPtdVKs7W0Td/np73OvHXtpxqLLEevC7FguEmREmhJAtpRcZ4ZiPsNV/7R8Q3fyLFMxlFcs1tJvQassNC4A2qttTGfHJitUhEI5uiOvd/0VZbjgoWwZKlu+pOgwaYadNGhEEwkYvi+WyXSM2QrVs4ZXTvid1njSi22B+ca2FesvD/qlKrvWaerDdN1kJPHv7kxFO7jvLMGKuHED0HXU2paGG8hEO7NMA9Fwn7MZcI1KkEcH5r88S1RkIE0LI4LDRYjlXprhGbJI0AkChm2ktkRFupGSE9QzpRuURapumKnbujW4tFgj3tuFBklrdCW29+mUl1WucDGmE6iiXp5HNIyqWk4G0pyebG6NasfDyqRoAYH9uINzdd1Dn6YHpMc1xIj0jvKdaRskyMNaHYjkVALZlhLUWy0VcI3qt2Y1to1p/YJ8G9F4br49bmt5XBeP6LFkjphGmNIIQQrYUFRSsNyMpJWLFRptRDQ7oU46d17XS7KwR1jOkGw+E/b/vKiO81H+NsLL1mij3p4K+16ggo62znKE6y/lRWLfjFWWEVUON/mSE1T7OywiHzhcpzg9pzIeSh3L0/TMywjPTvndxxTbheLKnhVmhNMJot09T56YK8qyUjPCYbcKT/dXIqu0wtYxwr2dCOmqEw4fvdvu0MdukawQhhGw1zgYzwu0tlvvvDwpoU44F1lVEIxwLhDcqjWi5sE2BsVL+jU4P4vueEW44YTAw2SdP1V6jAtZywkc4dI2wVDa1u2AqKubKb6ixEdS+BpBrn6a+S6tgRvhkGAiPRd8/IyOstMkqo17vQSGoIksaYRtGeE1Rx34pNSMcjGkfZ49CaUbQYhnoQyDcQRqhHubS7NOqFYsZYUII2WqawYX4wmprXQGsJwEz4RrheLLv2jcVOBS5kdYSrhGtxP9Ar6URHiqWiZJp5GqYVZZoT7W07geRoizXo0B4WDTCkX1aII0IppdDH2FjfcVyYTGX50Gif9IIABgvmZiqWJnLhc4PBY+5+cU6hAD2TZZzv38yIwwUe2gsSpaPsGkIeNIvPg1dI1IC4fDhpo+Fta7WUGOy7Le07r00Ij8jrK6v+kOvsgGcrFjUCBNCyFbjeB4mgwBpPfIIz4sHEmH2qd+FMCk3mCySGuG0znKq4YT/2Ru7Oa21XJRtEyXLKCSNuHz3RN+L5WqN4dMIJxtqtLVYDhtKrE8j7LqyLw01gCgjPDNVyf18VUhWNKt9csnX/upd7pLHa73l4sJqCwemg4yw1b9AOM0+DUDwMJxTLGep60T/AkF9/RNlfx/0XhrRwTUip7PcZMUONcTbAQbChJCBpOV4uGTXOID1WXi1SyPUTbd/NzjPk2FWr8jNfSXpGpEqjSjWBKMIjZaLim2g3CEQVhnOK3ZPYGGp3tfCoZqmEe5Xl61ek2yoEbVYDorljPVJIyL7tKChRp/s0wDkeggDUVBfVI4zv1gPm6JkuWaohyolyaiUen9OZrVYVtlf15PhrE16sVz/pRGu5zf7EUL0TRrRcvOlEWFRr9MujZiqWIVnAkaBjoGwEOJPhBCnhBDPZrwvhBC/L4Q4JIR4Wgjxlt5vJiFku9HyJC7d6WeO1tPqt62zXB+yT0l0PWWnanjlDwy0F8s1Yq4RUUZ4w9IIx0VFZYTzNMLBeq7YPY56y8PiWitz2Y2yommEqyW/iK8XzUP6icqmqVbCoX2aygiHhWbrLZbro31aJcoI55Hn/JDGyaWoQUeUfY1/f/VAq4r0ouxr/6URoVzD88ICwNxAuM/XCXVtKgdSpV4Hwm4HaYQKjpUcAogeSCZKVteOJ8NMkYzwnwH4ppz3vxnANcG/OwD84cY3ixCy3Wm5Hi7Zuf6MsOvFp0dV9qmfFmp60NDJHzXmD5xnn9Zj14gx27/xFpJG7JkAsP6CxSIs150wOOtXc4FeozK9tmnAEJprRBAAmmHQtb5iuZbbv4YakwUzwqbh97UrKsfRM8Iq+5o8xtQDbZgR7otG2P+/3Uc4ahnteB6EQOxBWTG2CTNHritha+uuVnovCYrbp2VnhPXrVKPlomwZsC2DneV0pJR3AziXs8h3APiY9HkQwA4hxIFebSAhZPvhehJSAjvGbUxWrHVlhJNTy5uj/WvPrmSRVgSXphFe7rFrRMU2CmiEPZQsAxfv8AOWfnWXazoeGk6kBe+XlVSviQJhAcs0wuBLSSKEECiZxrqL5Zw+aoQnCgbCAGAaxWzE1pouFtda4WeWzHRpyLzWVQ7oj1xJ7cPkrjM1X+Sm66Vmg/1t6n8tgePFZ6smymZf7dPSrhvq/XrCPq1im7F21NuBXmiELwZwXPv9RPAaIYSsi1ZY1S0wM1XB/DosvLI0wr0y8F9YrONvHzsRe00PGpI30k899RqOn1sNf0+zRUvTCK9sMCO8XG/hfz1wBFLK8EZXsvKDtHrLRcUywsxdvwrmVrT2ygDCornlAS+YU8GWZRhhZs80RMy71jJFrj/unc+fxIsLy7HXwmK5QCPcF9eIcjFpBABYoj0j/E9Pz+PImZXYa2rGIMoIp0tDTi7VMVm2wm3oJuhcaTj4s/sOw8vIsj9zYhH3vHRaa7GctE/TMsKJjKyOfp04uLCELzx/suO2pbFcb+G3P/cifv0fn8eHv/xyTGffSgTi1bLd82O+U0Y4cqqJ6hrWggdl28i+Pjxy5Bx+/R+fx6//4/N46JWzPd3mrSLbO6U4aUdT6pEqhLgDvnwC+/fvx9zcXA9W3x21Wm1L1kt6D8dydEiO5WrLv4QcO3wYZdfFSydWux7rM2frWGnJ8O9ePOffbB969AmsHDE3vM2fermJv32phfLZl1At+ZfBs2vRzeOZF17EzOor4e8/9bkVfP1lFr73Db511CsXopv/qTPnMDc3h9qqH1AcPnYcc3OnAAAvH42C0MefegbmyRe62s77X3PwkacbkKdfxunzTcgxgVPNC1htOJn79PCxBgzp4uATD0EAePCpgzigfZc8ujkvT6/6++vE4UOYax3FoTP+Prn3oUdwaufGx6hfvPRyEwBw7z1fhvT8bTYhY99bSBeHj0bjmORnvrSCN+428aM3RgHp+eCBr+V6OHfuHBouen6NW1z1cHFVYOX485g7fTB3WUNIHNGORU9K/OTnV2PHMQC8cNbfByePvIi55UNh0HfolcOYM18Nl3v+lTomTC/8Tq8u++P/+FPPwDqVf1w/NO/gD59qwDvzCl433X5sfPCJOl5b8fBvgv158IXnMXn+K+H7h171de733f8AjhxrAdJN3bev1fxteuKpZ/Gnpx08e8bFB79uInfb0nh43sGHnmrAEoAjgR21o5iZ8IPf46824DrR+t36Gk6c7O397Lljka7/0CuHcdVFzdjnHwqOYQC480tzqFgCx16tA46H0yfnsVpPvz787mN1PH3aH+8HDx7Dz97c+YFq0OlFIHwCwKXa75cAeC1tQSnlRwB8BABuvvlmOTs724PVd8fc3By2Yr2k93AsR4fkWJ5baQJfvBPXvf5quNUl3P3S6a7H+qMvPwSr4WB29jYAwK4TF4CH78O119+A2ev3b3ibH1h7AXjpFVz1prfiDQemAADHzq4CX74LAHDpFa/D7NdcBcAvrnI/+xlYU3sxO+vXE1svnQEefAhly8BYdcrfzrs/D6CFvfsOYHb2qwAAf370EZRPn0HD8fD6696A2Zu6m3B79aGjwNPP4pLX3wD7Ky/g4pkpXLxzDHOvHsncp59ceAJTqxfw9e/+Wuy+/wuo7NwXbk8nujkvX5hfAu6+B2+76QbM3nAA08fO47cfvR/XvOFNmL1uX8FvuPk82ngRxsuH8O6v/VqM3XsnVp0myrYV+95j996J/QdmMDv7ptTPqH/hM/Aq05idfXv0N0/eDSwtQwKYnN6BcU9idvYdPd/+7/6WYstZX/o09s1cFH6Hk0t1uJ/7Iqb3zmB29sZwufNPnAAeeQr/7PavxlV7qwAA+wufxkWXXobZ2evC5f7s8MPYZzUxO/tOAPBnSO67C1decy1mb9bDiHZee+gY8NQzuOiqN2L2hpm29//n4Ydhtmp46803A/fdgzfd8EbM3hCpNC888SrwzJN469tuweP1wxg7dzL1OD1+bhW49y687ppr8djScdRa53Hrbe8KM8VFOXTPK8BTL+CD73sr3v/nj+Gya78K77h6DwDgU6eewkTtbLj+jx15BKeXG+F+6QVH7z8CPP8cAOCiSy9FdSz+fR9tvAgcOgQAeNut78Duahn/+9ij2ClXcdmlu/HI6ROp++cjLz2It457MAINuX78Diu9kEb8A4AfDNwjbgWwKKWc78HnEkK2KWpazrYMHJiu4PRyo+s2rNn2ab2RRiiNr15Ipmvx1jRDfvW6vqzyB949UYqKpJz2hhrLdQe7J0r+56xDGqH0lwuLjVAaUQ6K5bJs0eotL5y2PjBd6VuxnJKHVIOmAqE0Ygg0wqqdstJ6Ku9ghZ2jEW44LpqO16Z91zW1Tcfri0a4Gywj7kerJDJJPevCot+GW5db2KbRds7WtOYpAFDuorOcOl+y6gWaru82kuUjrOQabtBUp5TiIQwAY8rSzXHD4349NQoLi3WM2SZev99/MNDPIdfzYu2dJ8q9bySjH3tpbbLTHG7qjhf6jGe5hTQdv36g3MF5ZpgoYp/2cQAPALhWCHFCCPEjQoj3CyHeHyzyaQCvADgE4I8B/Ju+bS0hZFsQBsKGgf3TFXgSOF1rdPUZnhfvLDfW60A4uHHp+lldl6cXoagAVl9W+QPvqpbaiuUa2g1mpelgV7UUe78b1PddWFxD3QlcI6x0n1d929WDw8x0pW8aYfUwoZoKVPvUZavXOG4UyCitp2W0B15ZwcRKMPbzi3GPZt3yqul6fXGN6AYzoRFWxW5JPevC4homK1ao9Qb8/ZE8vvR22kD0cNrJYQWIjomswk1lu5fpIxx2u5PB+GUVywUa4aaLk0GAv55i0fnATk41D9E/o5UolquWrZ5rhNWxVLKMVCs0PThWD8uqNsAfu/RrTdP1A+FOzjPDREdphJTyezu8LwH8eM+2iBCy7Qk7L1kCe8Yi5wJ1UymCmyg26ib7VIQwI6zf4LSbS0OrhFc3jJNLdXiehGGI0B9410QZR8+uwNM6XsXs0+oOLts90fZ6UVQgPL9Yj7lGANFNLe1vwkB4qoKHD+cZB60f9TAxmbBP07vpDSJ+Rjhop5wIiBW2mZ0xU0WCDcf3aN4x7j/oJLN4RmXrM8K6BZzKjLZlhJfqoTewIq0gU7fKA7rz9lYPjpkZYSeeEW73EY5cI1quTO0q52+Tv9z8Yj0cv/VkhE8GdnJjJRPTY3bsMxzXCx1GAP/47/Uxr2YXxmwzvbOc/tAe7P9Gy8WO8ZKfzQ8LNuP7qen4hX6mECMTCLOzHCFk4FBTqpYRORec7DIrI7OkEc3+ZYRbKTcXIPIHdjyJMyuN2N/vGrf9m7jbHjir5XaN222vFyXMCC/Vg6pwM7S3yvo8XxoRZYQX11oxqUevSEojxm3Vbra/bbA3iuNFGcVQGpEIrGwje3pZz/7pmcJkE4QtVkb4GWGnPSOc9HleWKyH56nCSnEeWGk6oVUe4O8zQxRsRx4EilkOMg3HD3AzfYRjLZaz7dMs08+IHtacMdaVEV6MHg4OTFfaxjmZEa63vK7lX3moY88PhLN9hIHIW32t5WIssE/zl0lxmwikEZ2a8gwTDIQJIQOHusDappE6tVgETwJa0qXnneXCQHhJzwinB8KtFJ3lcsNByTIwUbZyA+HluoNdE+W214uigoxj51YhJQL7NDP389QUKRDpPvuhE1ZZdZUlNAyBarn3zQV6jeNGGWGV2WvLCFvZ08t6RjV2/LhJacRWZ4RFTLe8EAShyfFJywjbVlwaIqVEre7E5BNCCIzZZsGMcPuDp07L9c+hLB/hMCPs5gfCgH+OHDkbBcLdSoM8T+LkUh37g32yfyouL0pmpNU+WenhA6BqGlK207XqcatHL/y/YhtRV8EUSUXT9VA2/UB4VNowMxAmhAwc6gZqmwI7x22ULKPr6UnXi2eEw+xTjzrLpWuEo5uL7lfcTAmEa3U/O6aaW+hBaeTx6Tec2DFuQ4iNaYRPnPeDmLJlaBrhnEA4yM6qAGc9Xs6dUEVx41pFfrXc+2niXqNLI8xQIhG/nVqGkdlZTv9+SY25KlIchGK5pEZYBe16MaPjeji93GjzJbaNeMaw4XhwPBmTRgB+0FnE23tZK05NK/IM9fXB+Z2dEfa3w8qQRvjbZITny2TF6joQPrvShOPJWEY4XiwnY8eLypIv9/C4b7kStmEERYv5GWE126POe7VtaUV2zAgTQsgm0NIywkKophobk0YIIVCxzZ51sYqKd6IAUb8x1FM0wkAUTKw0fL1kyTLQcBOBcPDzSigdsNZdnKI00SpTNlaKiuUaudIIfxmV1VqPTrITykXASLabHXTXCK3YSmX2ki4EJTM7Y6ZLP/Qgy3Vl+ADSGoBiOctIn82oNZwwGD1da8CTwExCv58MwFQgq0sjABQ+J9UxUW/5uuok6txQD355LZaVzjWLim2G8oU3XTyN+S6PfbWflFxk/1QFZ2qNWAttM3HM69+xF7ievw7LELmd5YAoORA23FHSiIyMsCqWy7p+DBsMhAkhA4eatlNZm5l1WHh5sr1gpug0bBGWGw5MQ2Cp7mC16d/A1M3F1/y1u0YA8WBCD3DTAuFlTTqw3htPUttbsQpohJ14sRzQnzbLKwkXAUBZSQ26RjjKKKqAuC0jbIrUqWUgeogyDdGmMa9ospWtlkboLZallFhYqsM0BKQEVptRESYAzEyXY39rJdr0hnrwREa4bBuFZmlWgvMNSJfpRIGw/7+RiG4sbbrf8bKL5YConmBvtYyLdox1XZ+gtk/PCEsJnFpuBNsQX381lEb0LhBuuf4x6luhpQe0ar2hNMLxULaNKCOc9neOh5IZ2KcxECaEkP6gLsAqYJuZ6t7Cy5PxghSg+DRsJ1TgevnucQBRcKu2u1q2Yu4UaYHwcqCXVN9RBRaGNh0duiooCcU6piIbiSDD1wj7+yXr8+pB0QzgB6aTFavrYKAItYbTFhhNlq3QUWNQ0TXCmcVypoFmRrGckkZcvnu8bcpcZeJbrtz6jLCI2kQvrrVQb0XHvAra1HExM9WeEdalIWE77VIiI2yZhe3T1LrTHsq6yQh31ggH153pCg5MV3Bqud5VIZvSUquHSDWrol53PAlTi9SVRriXFmpuIN9Js7ED/FmNKBB24Xp+ptwvlov01EmS0ogsL/JhgoEwIWTgUJk0lZlQGrtuLrqu1279U7aNmK3ZelE39av3xs3yVQA7WbFiN/dGKPUQ4bK1RqQRBvyKesC/KTaS0ohAQrGe4pR6y40VMlVsAyUzu1hOSol6yzfWVySr3nvFciNePAUojfCASyO0hhp2pn2ayAyeanUHQgCv21MNH4yk9O3zVDbSf0jZ+oywCubVcauOeaUTjjLCCY2wKWLH63I9PSNcsY1C0ojlhhOuO+2hTD3UhRnhXNeIaPzSUFn5makK9k/5PuZnas3M5ZMsLNVhGQK7q36W/EAYCAcZYdeDrT3lTPZBGqGcTbIau7RcGa633nLDB+aK5hqRfFD2PAnHk6E0Qsp4XcSwwkCYEDJwNJ2oWA7wNXZNx8P51eKZQpkijahYvZFGqBvW1fuCQDjMCAfSiEq6NOKSnePhsrpGGIimyyfLVngDUsHGxAYywnoWD1AZ4WxphArCVVYM8Pd/fzTCrTbNaLUyBK4RWmcwM8s1Iqez3HLDQbVkxYqolIZbb+W71RlhU0RWhirgVce8GqOTS3WULAM7A4s/he9F2y6NmCzHlxsrdT4npZSoNRy8bm8VQrRnhHUP7igjHP+MyEc46CxndZZGqIww0F2x6PxiHfsmy+FsQSQv8j/DTRTrqcxsL4/7VjBrkR0Ie+FDScPxwgeIimVkZoTV9aekFdyOgjyCgTAhZOBQN1BbywgD3dkYpUsjiukRO6GyW2Eg3JYRtuOuEcHN4tJd42FmO9QIBzeUZS37q5bXg+N1F8u1XOwcL2F6zA9AYoGw274vVCChsmJA/zLCKw23TSM8FBnhmH1aoBVu6yyX7SOsHoJ0j2YnDISj2/JWa4T1YjmVhb0maBlc0zLCM1OVlJbGcWmIkoO0ZYStznKl1aYLKYGd4zb2VMttD2VJdwogpcVyKI3w/XpzM8JaIBz6mHfxIHgy6CqnmB6zUbEj55tWYv39KZbzg23bFKlZ25brYaJkwRB+HUF43tum1oUvfr1R+7ZkRsEyA2FCCOkDumsEoGnslopnZdyUrki9co1QMoZ9kxVMafZKjiaN0Nejvs9lu8aw2nSxVHfCLltKIxx66pa1QDghjVifa4Rf+KYeJnxpRPZNLMwMaZnJmekxnNaq3ntFmkZYBcKDrD10vCiQCTXCVrs0IiuDrx6CdI9mJy0jvMV3aFNE+tL5xXoo5wDiPtpJWQTgu2jo0hBVAKnaaSsqBQpYdYlQmoOMflxmZoQT0ogiGuEDsYxw8UB4fjG+T5LON8mMsNJN9zIQbgXd66yMB2hVsKf2vx4I2xn2iupzSgUsGIcJBsKEkIEjdI0I7mZJjV0RfGlE/G7YK9cIFbROlE0cmB4LA2GVAZvKkEZcvstvlXz83CoajodqSZNGhBkzOwyg9OB4vdKItaZvhaYyW3pGOM2FQm33WCm6PcxM+VXvp5eL7/8iLNdb7RnhigVPoidFjf3CcWVba2U7EXl16iw3UbZiMx1usKyeid9yH2E9I7xUx55qGTsCCYTeYjzpIQy0d5aLZjfi0ohyAY1wOFtS9rPobRlhvZFNlo9wW0ONztKI/VMV7JoooWQahWejpJTBPokXD+rb3XLjs1WmITBeMnsqjVD2b6WgXXKSpuNriCu2ibrjxh6AVZOYZJGdXsTcyYJxmGAgTAgZOFqaFg3wbYwMEVVdF8GT7VX3vXKNUDfmyYqF/ZrOU2XAqkHBm8pqqgD20l2+Vvfl0zV/uYqFcopG2PUkXE+GGaKJ0vrt0xotF2VLzwib4TrTqslVIJGURgC97S6ny0N0+qGX7DWO1hAhGRArOnWWU8cO4M90KM/WQZNGqCBKSSDC8Qmy9mld5QA/Q+4kpBGmIWLfD/CPx6SzSRL9gTAtIxzz725mBMJaQ42irhEHpn3Jx/7pcuFjf7nhYLXpttnJ6dvteF4YbCp6LQny7dOMNhs7heNJlEwDFct/EFkLM8JG+JCQLPbUM8LlUF7FQJgQQnqOk8gIW6aBvZPFb0ZAkBFZh2uElBK/+qnn8dxri7HXz9Ya+Jm/egorDUe7Mds4oN3gdI0wEGVLwoxwULT2Xz//leDvrfCGHBXGRY4OtYaDiZIJwxAbkkaMlcwoI9yh0EX5DutT9Opv//3fPoMf+tOH2zJyTx6/gO/74wfx3j96AB8/WCxrXG958GS7ZlRVsi9voU74Ew8fw98/+Wrm+740onNnuQtrLbz3jx7A73/xpdh7KwlpxPxiPTzm9f2+xbVyfme54BhZCKb7dT3r+dUWmo4XHh86dqKRg2qeksxyjxWQK9USGeHFtVbo3Q0kMsItpRFObk+UEdYz+mmoh0D1vWamKph78TTe+0cP4K8eOZ67rQuhi0YyIzyGk0t1eMFDbnL91YrVdsx7nsQv/v2zeOnkcu4601DHaF5nOUuTRjR0jbCZHuTGiuWoESaEkP4RaoSt+PR8Nzo9KdunlneMlXB+tZmrP11ac/An9x3Gl144FXv9kSPn8LePn8ATxy7ECn92TNhhp6vQNULz5wSigPiK3RP4rjdfjAPTFdz++r245cpdkX2a5hAB+DedWj3S0K6nWM4N9JAVy8S3vOkA/uXbL8fO8ZJ2E0srlvPXUdYyd1ftm8A/f9MBlCwDcy+expPHL8T+5nPPLeDBV87i+LlVfPFYsQBWtZNNZoR3jJcAAOdWittV9Zr/9eBR/GVOwBMvlvP3U7Kz3Ddcvx+3XLELh8+s4OMPH4u9p4JC5QayuNYKC0QHyTXCMkSYqT6/2sTuiRLKQUOW5boTBn2pGeFkZ7mU7D/gZyA7zdLoWvndE/7xcUFzkEmTRiQLZU0tI9x0vfAcSOObbpjBj81eFY7Fe992Ga6bmcSLJ5fxiUeOZf4dAJwPjlu1nYrdEyW0XImVphM6OujsHC/hXMKi7XStgY89cBRzL57OXWcaerFcVmc5W0kjWpEjz/SYHe6bNtcIrVhulFwj2o9KQgjZYlRAqU8fzkxXcPjMSuHPSJNGzEyXsdp0sdxwMFWxU/9OBWhJdwnlFLGwVEet4UIIYNw2UbFMNB0vsHDyszBjJf8GutZysQPRzaJsGfjd994U+9zITs1fn7ITUxlhFTyUrGw7rizq2nTntTOT+JXvuAFA9ICRdoOsO+0Z4bJl4g/e9xYcOlXD1//Ol9t01icX6zgwPYb3vPUS/LcvvgTPk7G2yWno09066ylO6jX1lhtO/aahd5ZTAVYyI3zb1Xtw29V78Kufeh5//Wg8qNb9kyuWP0uRlhHeammEKaJzUT8WqxULKw0nLF7dnxIIJ6fk07oIAn721fXym1zo+uI0h4VGLCPcoaFG4IWblxG++YpduPmKXeHv73nrJXjPWy/BT//Vk3jolXOZf6dvV5r2Xb3vatIaxcx0Bc+/thR7TV1z1lPXoIrl/AeS9M5yfrGcgXrLjXXDS85wKRqaNEI9aFAaQQghfSByjYhuVt1mhNPs09R0ZV7hi7qRJadrwyr5xTXU6o5vPaQFvQ1HtW41Qo2h+gx100kLDtPs09TfJAPhbm86eiV4bJ0505qNFPs0hfpeSXmJqpJX6ymiZc4KGEK7qi0NhL3c6XrdfksVyWUFcdWyiVozcsGQUmIl0AgDkY9umn3aVhfLWQbCIHW16YbH5kTZRK3hhOdjVkY42WI5KYMBomMzL9irabIhdbzoXdjS7NPafYSDwM3x4Hr5rhFZzAR+2l5OE4msVtK69l09MCc/e2Ex3jQovBatw/JRFcv5RYvpneWijLCLhcU1VGwD02N2uG9aXkZGmNIIQgjpLyqDoQeyM9NjWK47oYSgE67XHkiEdlU5QdZKIz0Lo173M8KR20HFMsLl/UpsEQaR6jOaTvZUbNRQQ0kF7PBv9OBhPdIIvQBGJ+wclWOfpgJ8nTBoSdyYlW9q9ABQoGVuRsAwVbEwXjK3NCPccNzc4EPPKKrMXpYLQbViQcqohfZay/W10er4CQo4B1Eaob6Skv6EGeGyjeW6g5OLdRjCL2ZNYpvx1r5KDpIk+dCYhn6spHVha6ZkhJPnvrqWqPWsJxA+MF2B40mcWcnWwS9rRa86VU37npaRPjBdwVrLxdJa9L1WMh7Ki9AKdNBZRZuqu55yjdD9oNWxnOxkGWqETSOaVWIgTAghvafp+hXN+s2sW+cCmSKNKNKYI5qOjF/gl8OMcD0WoKrARQUzpSDL4n+GFghnTLWHrhHJjLDjxYKH9RTLpXkCA36QULKMsPWzTlbwrH+OHuhKKcObaFagnEaWNEJ5rvajk11R6i0vt6hS1whbHTPCgd1YML7h91bHT9DtMJRGaMfJVksj1He7sOprV9VYTZYt1BotzC/WsXey3DbND7R3llvOyAiXC2SEl+sOSqaBsmWGkhL9gTjuI5yeEVYBnlpPnn1aFvu7eJBOax0O+OPvZ2vj+2z/VPv1bSPSCNcLOssZ2Z3lbEtJI7xYE5Cws5yXCITTMsKURhBCSO9xXK8tY1LkJqTja4Tjn7Fvys9c5QXTtYyMcE3TCC9rAaoeHLYcGVZi+6/5Nwm/pWtGRtg0w883hF9FD+gaYT+QWl8gnC6NAIByRoY5rbOcQgVpa83o75bqDtZaLg5MV8JtV84TeWRJIwBfL9lNS9tes9Zycwu4/BbLcfu0LM1pmAkMjp/lxPdWgUhaQ40tjoPDjPC5lXhXuGrFt/paWEr3EAb8THnLleFU/0rQVjrJWCinyd7fK1oQnWavl5YRTnuIMA0Ruk3kdZbL4kBBaZUQwHhiRkVt94Ugu570nU5r5azOkfVYPvquEL5G2JP+9TD5vm1E0gj1MAtEx3Izy0dYt09jRpgQQnpPWuFMt22WlUZOp2yZ2D1Ryp12r2VkYWpaRlgv/NGndluel9AIRxnhrIyhrhHWOzY1XTcIhM1wubQMbh6NlMI3fb1pmaKsLDKA4MYqYhnfyC6qUmiaW5EljQCUFrO3zTuK0nJ9DWleFs7xpGafplwjsjXCQEpGODh+yrbKCLdLUgZBIwz4jhFAtM0TZQsrDTe0VEujFLo0BMV29XyNsP5wlaTWcEJbQdWQYzlDGhFphNv3nW0YWFPSiJxiyCxmCsxKLWfYxKl9txjsy7RiOSDeylnJpTpZPqahOsdF/snRe64n4UmEGuG1potTS42whiJyjcjICI+YawQDYULIwNEKLuI6RW5COr59Wvvr+ztMu2cVqKgpzzO1Js6vtmKBjFq+pVkSAZp9Wl5GWLNPK5nRlGMjQyPcTevhMKhNWXdWhlltc5ZrgprKV6jxmJmqxPZFJ5YzpBFA1IUrryipX6jvVm+5mfvaCfSVQJTZSxY/KVRGXx0/yUy4r9GMMsJla/A0wkoaMallZZfrTtBMYyz1b1Wgpx4sVppuvkY455jxg0t/P6qAuJZRLKdmI9LOfdMU4fvJjGwRdk+UYJuiY0Y4qQ8Gon2nbMqSx8u+yXa3lJVmdCx2i5JfqOuJntxVD8CqnuHsShNN18NMMGOmj51OWotlSiMIIaQPtFIyqBXbxI5xe0PSCCBuD5RGlmuEXqV+7NxqGKCOaUGvE1oSxQPCvGI5FfB7Ut1g/N+X1lpwPRlJI8KbUzeBcH5GODUQdlyULCPT/qycaICguv3NTFfaigTzWGk4sE2RGnAXKUrqF+q7eTJ7X/vSiLh9WlaGMelykMyEj9kG6k1NIzxgneWAKHhTx+JkxcL51SaW605qMw0g0pkq71z1d0mKuUa0wuDSCmZcVrSGGjH7tAwfYf/7GJpGuPvwxzAE9k1WOmqE0zLfSjOs/I+TUpqSZWBPtRx7SA81wutwjfClD1FGWI9X1UNXSZu9AiJXnbBYLnH8NzRpBF0jCCGkj2T5fHZjoeam2KcBvudpbkY4RxqhgjY/QI1rhBstL7BFSrFPc7zMDKueKfYzwv7nJXWZ68nArOUFwma6HVu96YbBfRoV2wgt1oAog7VvMpJGFJnKrQVeumnT/93qwXuJPu5ZAUhaQ41ky1xF0uUgKY1QVfuD6Rrhb4BqEqGysdWgDTiQbp0G6MGUF37nZAEZAO3hKfuYWWm4seBSuVYoYtKIVo40whThOZHnI5zHTIEH6bTvaZu+rvbCWiCNSBncmely7LNV4571uEYoaVhY+KbNbig3CL2ewV9/UCxn5GeEy6ZJaQQhhPSTZoa5/kyHIFbHy5BGHJiq4NxKMzMDlVWgUms4eN3eavh7UiO81gqkEZYRyxID+a4ReqZYn3KMdJmRRhhotzTKI9L7plf1Z9mnpS2vUIGb4uRSHXuqZZSsdklIHll2WkCxoqR+oRdt1VOK/qRUDRnixXK2lR5YTYTFXX5Q0yaNSLpG2IOjETbDjHAgjQjlCdG4dcoIO64MZSFp4z1W6my5lwwuJ4NiPYU6ji0j0q+nPUT4xXL++3md5fLodA1azjmuJyuWlhFOub5NjcWO+ayH8iL49mlG+ECix7SqW6BtGrGHXvVQYxgCpiGyO8tRGkEIIf3FCSqak3STEZYZ0oj9KUUpOuoGm8xq1uoOrt6nBcKa/RUQuEYE05FJ14hmjkZYCBHelPUbzNmaCoQj1wj1WUVRN9C0DG/JMlIbX9QdNzWDrBgLimsUfjONcmw9Rarcs1ruAsD+6c7uHv1CL9pKy8SpTGjSPi3LhUBlUZXeMymNiFwjokIkddgOmjQiKliLxi0rI6z2S8v12prF6ChNdN4xkwwuq2UrfLAAonNiMvBsBtIfImwzkkakBaJFUNegLP14TWuWkqRatkK9dVZGWD/ma43Ie7pbHM+XadmpGuGgc2fQWQ7wHxL2aH7QltHuP5xmn1akec6gw0CYEDJw+JnVtBtFBWdXGoWm4zwZTe3qdHKfyLRPazi4SLMIa7dP89vkqilQILqB5WmEgSjI1QPhc4E+NvQRXocmLyx860Yj3HJTrdMUKnBTLCzWMTM1FrzXeZpbsZITMOyZKMMy8ouS+oWe7U6TRih9ZXtDjSyfaH8aWdcIK09cAKF9lfpc2xThQ+Cg2KddWG1izDbD76oHtJmuEWoGQ5NGpBWRRdKiDhrhSjwQVi3Jgeic0LPGWRnhsFhundKIsPGFJs3QyWolDfj7LUsj7H/2GC6stsLzVkkj1uMa4bpBZ7nQEzh6T7lB2KYRXhv2TZZjUrKS2d6Rrum6MIS/H5UvM6URhBDSB5TWNsnMVAVSAqeWOwdIrtfeUEN9BpCdbUybjmw6HhqOh8mKFQbSkynFcs3A/1gIvwhM3dzzfIQBLRDWXCPOBTfMyYRGuJsMjFo2TepQzmjZ3K00YmEpygh321kuTUsJ+FOz+6fyi5L6RUwjnPI9nERGWAUPeYGVakAB+MeXyqwC/v5sOF6YfTODaWlg6zXC6jueW2nGxkoFejvG7czZAyvUmUqtRXL3neUc1293rQeXE2UrZp/Wcj0IEZ/5SMumW0akEV5PsRzQWb/uj2/6cT1RskIf4bTrW/Kzsx7Ki6CsHJWNXbprRCRnSkpcLLM9I9xyZVtNQ5oF47DBQJgQMnC03PQMaprXZhpq2jJtenSmaEZYCzj1blHqhjFRUvZpkf2T6iwHRJk+QGmEs7OsadIIlRFWN9X1GNivNV0Ika6HzGrZXG/lSyPKVuQaUW+5uLDaCjW93XaWy8qcAZ2LkvqFHpClBWcqmxbapymNcE5gNVG2wgesWsJVQO0zNQ1um0aYLdxqaUSUEY5nZNUxmdVMA0gUy+VohDvpylXmt10jrEkjghkXPUhLL5YzNhwI53W49DyJWjPdPk1t9+Jaun2a/tnquN+IRlgVy6nj1NGsCFWmt2SK0FoxKXFJdgYE2me21tPkZxBhIEwIGTgcN8M1InGjyEJd89NuhpMVGxMlM/Mz1E3b9WSY7dBv5OqGoYKZsuVrOustL+wsB/jZKRVINRwvN2MYSSPMMOA9V4s3MVA37m41whXLTH0gyG6okR8I664R6mFCPRyobS8ijVjOkUYA2LI2y0Uzwmo8VaCR50JQLVthoKt74gJRRlQ9bPnBi/9Zg1Isd2GtFQti1bhlySIA3T5Nk0akjLdtGjANkfnwtBwEvJNtGuG4fZr+EAkAIiW6MY1oKn+9rhFR1ra98+Fqy4WU6Vpotd2hxjwlEFefrY57dczUuww2pZS+vMwQoa1frFhOe5hTDVySY+kX0ybs0xIP9AyECSGkT6R1lgOAA1PF3ATUzSYr6ZNX+a1Xo6+FWr3oRq6K7VRgoGQQ9ZYbTkcCgZZW+Qi72fZpQBRUlbTilrMr8SYG67ErqjturFOZTrZGuIA0QgXCwT5UDwdCCNhGvt5TkaelBKKMcDcNRHqBHvymFSmpSnrVUU4FrXka8KqWwVxJNFwIM8JBYGeZka5zy6URwfp1u0AgOvbzM8JRJjJPGgHEHxqTpHUgrFYSGuHg/NLHIMs+TbFe14goEG73uI7cMey299R2K9KL5RIZ4eCY0R/Ki6AH26pxiJNWLKc5vSTH0jZFakZYv46VMuRVw0b2VYgQQrYIv0Nb+41iasxCxTY6BsJejjQC8ItS9IzwT//Vk7jhomn88G1XoFZ3MFWxsFR3UG+5mKrYWkbYxkXBzWqqomf1zNA1QpdGqMKczsVykUWa0og2HA+WETWcyCqW8zyJ7/iD+3D4zEr4Wtky8LEfucUPanNs23S98S988hl88onXsNJ08IYDk5nbOhZ0QgPaM8L+53aucnc9idWmmxkYAf6NWRUlTY9F+/qP734Fh8+u4De+60256wD8Iq/v+ciD+O/f+2Zcsz/6TvcfOoP/eudX8Ik7bm174OqUEda7cgHxQscsJssWTga69uVGC3u16nz10KGOMcswwiBpy6URWrCWlCYA+RlhtX9aQYfEsmVkyhEqthHamjUcF9/6+/eG56cK6pKBeNP10HBclC0zVRqRViirf5/1ZoT9xhclLCz5GWHH9fC9f/wgPvDua3DxDv9BXdeA6+j7MG391bLlHytLdbQCbbR+LVpYrOM9H74/9hCguGrvBD7547dBCBHOWpiJjPAdH3sU3/jGGVyyM2qcoXTVybG0UvS/SfebpLyq5Xr4vj9+ED/x7mtw++v3tm3j3z1+Ar/098/hs//n7eG+GgQYCBNCBo6sjLAQAgemxzraaskcaQTgB24vv3wm/P3zz53E2VoT3/fVl8HxJPZMlrFUd8Jq7aghgIlvv/FiQAhcuiu6kOtesOoGN14yw5t7no8wEC+WU/+veX4TARXMR/Zp8Zvg2ZUmnnl1Ee+8eg+unZlEveXiLx46hqeOL+bKHHZNlHB2pQkpJYQQuOelMzgwXcHtr9+L77zp4sxtrdhGGOArvePO8ShQLRmio6YxTzOq0LXceiB8/8tn8NKpWu7nK14+vYKDC8t45Mj5WCD8+LHzeOzoeZxbabYVCemZybRq/XNBpn7neAkAcNvVe/DL33Y9brhoOnM7qhULL58OWnQvN/GGmanwPeXQsRzLCCtpRKGv2Td04xZd1jBZsfHb330j3nXNnsy/DaURQUY4Twaza6IUauJPnF/DS6dqePd1+3DlngkAwETJxNuu2BUur46bWt1BuWqG55eerUzbd/o1Zb0aYQDYMV4Kj/3FtRYeOXIe9798Bt98wwEA6RIQIC7vyLLb82dC1sLssroWrbVcHDpdw8mlBr79xouwdzJ6mDq4sIT7Dp3F+dUWdk2UYvId9VDVcCXufOEkdo6XMDN1UbgPrj8whV/6tuvxjdfPxLbDTnONcNyERtiMPUwvLNbxyJHzePzY+dRAeGmtheWGg/Ec6dVWwECYEDJw6A0LkswUcBNQGeGse92B6QpOLTeCzKSDWsPBwmI9DND2TJTxyumVMKBb1qQR0+M2fuDWy2OfN1byp3b1AL5asbEU3CzzfIQBoGzGs4olyy/qUQV5+ntJ3Z7aF99/6+X4phtm4LgePv7wMSwsrqHe8lKt0wD/htt0PJxfbWHnuI35xTp+6B1X4Oe/5Q2Z2wlErhFSytRp65LZWSOsS02ymNGKkq6diYLYlYYbBgmdUMsl9ZxKe1lrONif+JtOneVUplLJQSq2iR+67crc7ZgINMKO6+HUcj2WfauUVLGcf6zYhqHZp211Rjj6OfnQ8p63XpL7t7aeEe5QGKk7hKj//493XYl3XJUeaIeBcMPB7mo5DIQ7FcvpGeGsToBFqJattpbZC4t1rWtghjSiQ0YY8I/7haVG27Wo0fLC4/kD774ar9ce7D7zzDzuO3QW84tr2DVRgqvJd0Kp1ZqElECt6YSZXtv0W6n/cMrxa6e4RiQf6JPSCJWgyDo/O0lktgpqhAkhA0czp7jMv1F00AgHgXBmRni6AteTOFNrhFrhhaXoRrZn0s/2qYCuk/ZPaYT97fYvq75llgPXk3A9GbZOTiM5va7+1wPF0DUicXNK6nQt08DeSd+Y388IZz9QAP4N/MJqC03Hy9V8Kiq2CSn97Uh64gKAbXSucu+0P+PbFw9ilxv+g0sR7XAYpCSOF93KLEnMRzjle6jjJaujWhrKPu10rQFPxqehVUZYTXcPln1a9HNWAVgWkUbYa3PKSHJAO6cXwgeN7Klz9VkqGFUPmnGNcPvf6VnYrE6ARZisWOExHAuEO8x0VDU5VZpGGFAP+mtRIBxei9y29tzh3yTcdKLOcVHNwem1aHYrKpbL3ge2abR3lnO9hM5aoKlbKSZs35IsN5y2B5ZBYLDCckIIQdAVKWfq8ORSHZ4nYWRcyGUQK2ZqhKeiopTlejTFebrmT88qDacKisIbUMbNvBLoZh0v0jarynZ10ykmjQi0wiqrXNYzrf57SY2wChT14Ep1v8prjhFlXNfaXstDd4ZIeuL62yk6Vrkvd9ifQHZRUq3RQsuVaDherrsFEI1b0iGklsjm6dRbfkFQw/FSM9vzi3XYpsDuiVLuunWqZQv1locT54Ox0oJo9aCiZh0sQy+W22r7tGj9eRndNNR50HRlZ6u8qQpOLzfguF4YEOc9lKnPUsGomomxzfyMsB7EZUkTijBRsiJnh3r0sNVppqNaQBpxYNrfF6rxRngtanmpMzBAe5Fd1P0warF8es1/rdZwIvu0nGtSVme5ZEY42VwHiM7vJMlC0UFhsMJyQghBdmc5wL9BtlwZuiqk4YUZ4fT3df2pLrM4FGhPVatRpYVVQUqWts3vtuYXy6kgZiLICCsNXW4gnJBGqGAzJjnIcI1YWKq3tUdVDwt5rhHRPmiEwXCRQFjvBJaW6SuSEY4yZ/lZcr0oKfzbnCA2iRq3pEOI+tu0G3a95aJatmLNF3ROLtWxb7KS+RCWhtpHLwfHVywjHLpGtGAIv5mINYgZ4a4D4SAjHLRYzteDj8GTwOlaI9SEZx23+raE7dBTiuXSniGSndPWS7VitR2H84v1sO1z1tR/EWnE/ukKPAkcCYpf92gP5ep41SVTgB8sGwI4GVzL9IyvGoczKhCuO6EbRF5GOM1esenKuH1aolhuYSk/I1yr588MbBWFjgQhxDcJIV4UQhwSQvy7lPdnhRCLQogng3+/2PtNJYRsF7I6ywHFmmq4MqqazvuMhcW11EB4d5iFiTLC1bKVGfxErhFS0wgHgXDwGYUywon/9RtqmGFL6FbnF+tt7VGVjjrPCk3dPP194Gddk6b6aUSd9Lw2T1wAKJsFiuU6aCnD7zHdrgdXN9k0WUPWepIZ4aS+U2ctKDAc02zidOYX1wrtJx01jur40qf9o4YaTvgQFRXLbW0krD+LdhsIq+/Scr0CVnn++Ta/WMf8Yr3j/lXBlBq/pEZYiPR9p2eM1+saAQQa4YQ0oulEGf8s1wg9CMySfqnvnnYtqjUcjJfMtuuakkOp41xJGixTD4QjT3QVvOYVDFqGiDXhUN8xr6FGKI3IODdrDactiB8EOm6REMIE8AcAvgHACQCPCCH+QUr5fGLRe6SU39qHbSSEbDPyWhLPaLKGGy5Or9TvZJ+2a7wE2xRYWGqE0ghAzwgHujxH3TxauTfyimWGN0Tl26mmAFVL1XLOTUfdkMpJjXA5JSOcyNKcXKq3ZXJnpsewVHdgm81MaYSuJQb87KNu65WFCtzWWi5qjVbbVKdtAssdM8L+PumUHZqZqoTBBeBba6lp3SIZ4ZVmlPld0Vo6q9fTinoawcNDw0n3tj251MD1F021vZ6H2kcvnaqhZBkxl43QPq3uhMdOVCzX1Wp6TqxYrmuNsOosJztqhGcCf/CTi3WcXKp31F+r/RlqhAN/W3WOZElKYsVyG8gIK42wXjAKRONbzjjn9GuImfGgr777S4lr0VrTzX2gmNHcdHT7NBXwrwWbWWs4mqtE/jUpOfvUdNyEj7CZWiyXqREe4ozwLQAOSSlfkVI2AXwCwHf0d7MIIdsZx5WZ03Z5LU4VkX1a+vuGIYJKdT8jfPnucQBaIDwZzwivNNzcC/hYyQxvynZC1nA26BCXV5yjbuDJdr3VtEA4cXNKy6CpDNvZlWama4S/nO+nvLBUx97JcqZTh44K3OotFysNt10jbBRxjfD3a6csY7LxiZ5pKiSN0JZfSPmcdI2wnxHWO+gppJR+RriLQjkgOhYOnaphZqoSe0BTGfaVphsGalGx3FZrhKOfu9V2lrSMcC1l5kBH17gWyQhPJDTCqliuHGqr0/9Oz8LmdXrsRLVswZPBw6B2jB06VcvdT7p2OPv6NhZ+FqBdi5xAYpJxHZqZKocZWceLMr7JYNfXCEfFdFn4LZbbi+XyfIQ7Fcut5LSf3kqKBMIXAziu/X4ieC3J24UQTwkhPiOEeGNPto4Qsu2QUgZFZ+mXp91VXwaQ1uJUEXaWywkkZqb8SvWFpTpet2cCkxULr17wP1NlRhuafVqe5U/FNqLOYEZULAdEvrN5rhHJphklMx5M66/pNx4pJRYW2zNoKsOmti2LmakyTi75wUcRxwj/85Q0QmmE4wGO3YU0YiJHB+pvXwXnV1uRREW7wRaSRmjLn9TkEbkaYUcFwmabfdrSmoN6yyukpdZRx8KrF9ba9rNe8GcnpBFbrREWItIrd2t5pR6qVpsumq6XqwffOW6jZBk4fn4VZ1caHTPC4yUTQiSkEWbnjLCldQPciOxE7Yta3YkdY69eWMvdT50aagDRvlDXoj0TmjSinh1I6v7qUfdD0Rbsup7UPKvzMsIZxXIJaYSqgfA8qbWGHi6NcJEtShutpG/N4wAul1LWhBDfAuCTAK5p+yAh7gBwBwDs378fc3NzXW1sL6jValuyXtJ7OJajgz6WKgtx/NgRzM29lrr8dAl48sWjmCsvpL6v9HBf+cqLmFt9JXUZo1HH4SUPq47EXsPClOViGf4F75nHHgIAPHvwJcw1juC1U2som8g83s6cbISFVUdeeRlz7jG8EjRQePDJZ/1tOfgcJs69mPr3C681g789hLnWUdSUldTxo7F9YAng0OGjmJubBwCstvwObatnXsPc3Ono81aiG9ip116NvafjLjdw/KyD2soKDkwYhc6nl8773/Phx57A2aUmliuN2N8Jt4XampP7WS8caqBkAvfec3fuui7M+xKKf7jzy9g3buDoUhSYPvzkM7BOvZD790dfq2PM8qeF73roCTRP+EH74qq/v7/yylHMzcWPoZNn1lAygVYLeHVhLfY9ji/7+/XciVcwN3csd906r9ai8TAai7HP1G3gXKeFubk5LF7wx/+Vl1/BnKfnoTaXWq0WBpXPP/U4zr9cXE7QCs7jp198GQAwf/wI5uZezVx+2pa497ljkBJYWjiaee4rKiZw8OUjmJubx/LKGs6ebqK85jfJkdJLPf4W5n0tvAG5oXvH8df8c/uLd9+Pg8dbKJtA0w0Co1Y987M9KSHgL/fwgw9iupweDE/bEqcdoGwCTzzqX4ueef4gXj3lwDbSr0MrZ5pYrjv47BfuwmvB8fbCc8/CPBk9gKhzQY3Jg/ffi3JGQH7mdAO1FTe2rpW1Bk6fmsfc3DkAwOmFBlbr/rl+oeG75oxZwPJaC3fddVfbw8a55VUsnm0O3H27SCB8AsCl2u+XAIgdoVLKJe3nTwshPiSE2COlPJNY7iMAPgIAN998s5ydnV3vdq+bubk5bMV6Se/hWI4O+liuNBzg85/DtVdfhdmvuSp1+cufvw8omZidvTX1/ePnVoEv34U3XHcdZm++NHWZe2vP48kHj6LpSLz5utfBO3Yer37lNCYrFr7h3V8DfPEzuPiyKzA7ew1+44kv49I9VczOvjX1sx5cO4g7j/o3l+uvuxazX30ZJo6cw+8+9gB2X3Q58PxLeMtNN+JrUrotAcCjjReBI4dww/VvwOxbL8FfHHsUz5w5iZveeC1mb7ksXK5y1+cwc9ElmJ29HgDw0sll4It34x1vvh6zWje4taaLf3fPZwEA1159JWZn2/ISAIAX8DK+cOwgvLrAN7zpEszO3pC6nM6eVxeBh+7F66+/Ac2nn8DrX3cZZmejJhx/9eLn4cDNPTc/d+5pTJ891fH8tV46g//xzEO47LobcevrduOhV84C9z8IALjsdddgNtHYJMmHDj6A11c8PHX8AnZcdCVmZ69Gy/XQ+uxnAADTe/Zjdvam2N/8l6fvwcxUBYtrLdimETvG5l48Bdz3CN799rfgZq3TWSfmF9eAe78EAPiqay6P7S8AKH/xM2g4HibGKpidncVfHHsUOH0S11xzNWbfmd+so5/Mzc2hbDfQdB183e3vwL4uJCGeJ4HPfxrVXTPAkRN48w3+sZ3FlS8+gKeOXwAA3H7LjZi9dl/u5+984IuY3rMHs7M3QtxzJy6/dAZX760CLz4P2zRTj637Vp4Hjh5GuWRt6N7hvnASf/T0o3jjTW/BY2tHsfvCGTiexKnlBmb27MDs7Nsz/7Y69zksNxx8zbtuw47xdAu+Kw8+gNNHzmF6vIyvm30XcNfncNkVV+GRcydw6a5xzM7e3PY3F6ZfxV9/5Ulcc+PbsGelCTz4AN5yU9D97/OfBgBce2AHnjx+IRyTd89+TebM2+fOPYMXl07G9pP80mdxxaWXhtef+1aex73zRzE7O4tnTiwCd90bruPt77y9zd6w8YXP4NorL2s7/reaIo93jwC4RghxpRCiBOB7APyDvoAQYkYEob8Q4pbgc8/2emMJIaOPmtbLK+Q4kOImoON1aKgBRJ3V1OfNTPlTkJMVG7ZpwNJaBXfSCOvyA91HGADOh9KI7l0jkuv0OzlFWdGoy1m8+cBYyQzbEudJI5QWs+F4mMlpYJD8bMB/YKm3vLYq8JLpT6G6XnLiMKLWcAtpBZMOITFpREH7tL3VMqbH7PB40Qvk0qQRay0XlZLpdwtMSCPUdqxXGgGk++OqgEFpgwfFPg1Il+kUwQgag5wPsu8d9eBTlXCavYgrx0Q5amrRChrZ2B2L5ZQWf2POsXqL55VAt6uOiU7HtdqPWY42QHR8VSsWKqFvt5tbbLZfa5DjhD7CvgREXZOu3lcFgHBM8htqCDht9mntPsKqeHU+kKqpdSTPz5broeF4XbuPbAYdjwYppQPgAwA+B+AFAH8lpXxOCPF+IcT7g8XeA+BZIcRTAH4fwPfIIm1/CCEkQbNAIYfekjUN18u3TwMSDSimK2EgqC7UviWavy3L9XzXiLEUnWeoEQ6M8Ys11AjcI1KK5dT7ab6dacGV3gI4C12LqQrsOqE+70zQfKQtWA++ZiOlPbGiVm8V0pwmGwV0rxFuYbJixTqXLccK7lptf9NoeahYJspWu2uE2o59k13ap2kPC2lBtDp+lG5UaTcHIA6GZQoYIn6MF/7bLgJhPfgtoldX9oQA0Eh0lst6/o2KUTe2Z9Wxq7ocVstWuM2djmv1fl4wrgfVVvBQvhZo8rM1wlogHNqnKU20//81WiBsm/k6aduMglzAl/C0XJkoljPDzpnqIVGtI3l+ht0kh1QjDCnlpwF8OvHah7WfPwjgg73dNELIdkSveM7iwHQFK00Xy/UWJivt1egqGZlXD3MgGQiHNzL/hl+xDdQdN7RIyrVPywuEV/yAsZwXCGfYpyXXaVsitUp731R7ELt/qoKDC8uZ9mlAMvgolhFWGaozgRtGu32av9PrLQ8ZM78d96eiWrYwWbZSO1YVyQgr/2f9walTVlm1pW447a4RJ5fq2FMtd90i1jAEJkomVppuaiCssvbKNk3ZqHXTtKNf2KaBibK1ruKykmmEHdI6BUDqoaxiG+FsRh7VsoXlum9h1nQ8lPViuYz9ZvUoI6zcH2p1B8t1B5NaRrjT91THfe5DeiKoVg/ltZyi3RnNTWd3YLmm1mGbAmutKFt7YbXVcR9YiWI5laAoJzLCgD8DNL9Yh2WI0IEneW6FzUCGMSNMCCGbScuJZzPS0KcB05CFpBFj2s+VMChULgh+RtDFWsuFJ/NvcLr8QGX11AVf2aetp6FGW7bVNNp8O3dNlFKzvur7lPNcIxIPA0VIZoSTNzaVEc5zjujGT3S/JoNRWaWd43YxH+GGi4lyPCOsf8ZKo30bI/u09oYaRay9slDft4g0Qv2/1Q01AD9oXK/llWV2nxFO2stlMRlkhPV2weVOrhEJe8L1ErZ4bvoZ4ckupBEqiM6TJYRBdRgIG7iw1oTrydw27zvG7VhGWLdjNARwxZ4JAH5GOG/9gH+tiQXCqkOmmR4ILwT+z1PB9TN5fobtpxkIE0JIPi2vszRCaWKzvIQ7dZYDgH2TZQjhWzFNBllDILpQq7bJUTvgYhlhvV1y2TI0+7TOGWE78X+bNMIy2zLCWdPIUYYtOyOsbp5Aselo/fNURritxXKYEc4OhLvxEz0wXcG8phEWAtg7We4ojWg4vm3XZMUf2zO1BlpBu1/A3z/p9ml+Q42KbbS1WE6zqitKtWz5TUsm27P3yuvZTkgjBiAhDNsU657Otk0Di0FDmclOGWEVCBd80KgGGmH1YKh3lsvab5bRG2mE2h/LdSecdVDnT6eAv1q2YHawb0tml8uWmTkDE/u7qQrmYxrh6HqyoyzCTPviWqvjrIZlGPBkJDMLA+GUjHDDdYNzoxx1/aunB8KDKI1gIEwIGSgis/fORV7PvbaEE+dXkSxJCGLp3EDCNg3sqZYxM+1noA4ksjBjpWA6st45ENY7Sen+oJMVK8yIrScjPJloQqD7dgJBIJwROKjv00nbOTNVwY5xOyyC64TyJj2zHGiEMzPC2U01avV8X2ad/VOV0AN4OQg6JitRRrjhuLGinnrLhefJ2LgdmK5ASuDUciN8/cB0pU0j3HL9Ir+KZaJixTXiR86sbDAjbGPvZDn1uFZyk/Ziua2PhC3DWHeBk20aYXObTuOt9muy8DOLibKFWt2JZSqVV3dWkBnt342FPmXLhG0K1BpBsVzZ7koa0SkbeyCRXR4rmdH5ltehL2hAo+RlkeZcYGdZhOMoZed9oBoAqeux/sChULUMKiN8YHosKiTMyAgPZbEcIYRsJkVcI/ZNlWGbAr/5mYN452/dhU89PR97v1OLZcVlu8Zx2S5f07Zj3MZkxQr1dZVAGrFUIBCOu0ZEP0+UrXDqNu/7qEyN/n/ZMtq6tpUtA41WXBqRFQhftjv6Xnno+6AoFdsMpRHJTJ+Kp5PZVIWUsitpxIHpCk4t1+G4XlgsVC1bYWb3Bz76MH71H58HADiuh3f+1pfwvx8+FrvxqmzjwuJa+PrM9BjqLS8WRKttHtNcI6SU+IbfuRuzvz2HxbUWLtlZLFBLsmeilLmfK2Gx3GA11ACAqTELuwu03k5DZV6FAMY7PJDtrZZRsQ1cWvBYnKzYqDWdcMxKlhkGaVmNdMIZly413mn4GuUWak0H1bKJS3f6291pX+2ZLKfWNeiofaE+q2IbkRSpVCAj7EauEQAwVbGxd1ygbBlRVjyn0yUQzVKpB++O0ohgtkRdJ5eTgXCB6+hWMXhbRAjZ1qjMQ1bnJcDPyPzvf30rjp9bxc/+9VM4dHI59r4KhPM6ywHA7733ppge82/e/45wirNim1htOji1lF2Qpoi7RkTrTGuRnMbtr9+Lv/2xt+PKQMP3/bdejndds6dNJ723Wsbz875te73l4txKM1PS8PbX7cZf/ejb8aaLpzPXCwC/+h035Do8pFGxTZwNJB9tGuHg+ycLzRTnVppwPIl9KRKBNPZPVeBJX4qhrKqq5agL4AuvLfmetfAzvmdqTbwwv4Q3X7YDgJ9BiyrqG6FGWO23lYaL6fHIogrwpQoVx4OU/vYuLNXxnTddhHe/YT++9tp0L+hO/Np33pBpKTeWkEaogE0MgG/Ef3nPjbnnYh7q+K2WrI6Ff5Zp4O9+7DZcsqvYg8beyTKkBF4LjoNC0gi1f3vwhFGtWDi11IAM6gcu3TWOv/2xd+CrLsk/395/+1X4zpvSmvPq2xnfFxUrOt86ZYTPrkTNfVTW9w/e9xY89dhDEMKXuVxYbYWFmVnsCYLw08sNTI/ZudKIsytNrDZdHJiuhNu3kpURHkBpxOBtESFkW6OyGXmaWgB42xW78LYrduG3PnswtLVSqHij0wxoMvt07cxk+HPFNnBuxYssynKmxNNcI4B4IJznGmEaAm+9PGrQUC1beONF7TfUmekKvnTwFKSUOLXUyN0uIQRuubJz04duPXEBf9+ooC5TGpERXKv9WVRioJabD7K5E0FGWLW3XW444WeG/y/WYxkoFfTOL66FumD1YLPcaGE6yJqrbHvFMtAIxuvI2VUAwNdetw/ffuNFhbY5jYt2ZAd4akZB+dxGD2frXl3PKJqhTSPUuhcMfq6/aKrwZx8IxvRYMD62KbQMdJZrRG+K5QCgWrbD460aSJjeevnOjn83PW6Hx1se+r6o2GZ4viXlUjozU74EaD54OFCB/5V7JnC0HNUdFHGN0D28r95XDTPD+t+pn9UY7J+uYMw2YYgUjTAzwoQQUgylSeuko1PMTFXaiuaKSiPyKNv+1PhCYAu0ZyI7g6kHwrr2TpcNdArsizAzVcFay8XSmpPrIdxvdEu2Nos3zT4tDeUAUbToTL8hK6sq5SGrPuvkUh2eJ8PfF5bqMWnE9JiNim34y0lgQms4omsZVUa4Ypvhjf/ImRV/O/q4n9XxozKV9gBphDdCsrlML1HHxbFzfhBW1l0jMk41dW6uN8OtM1m2cOSsf2z0O8upS686ZYQB4MT5eCCso8ai0z6IHkD9cyrPPk2NwYGg3qJattrt04Lf86QdWwU1woSQgSIsliuo45tJ6TJXxD6tExXLRL3phtq3vKld/UZV0rR3SjZgGaInnrC6V6jq5LTe4q2NoAK38ZLZ5szRyT4tqxteFlE2tx5aVakbrdoHLVfi3GozCoQX67GpWCFEqJ+s1SN5BRDPXKngXdmnAQiDnaLbux7a7dPyA7phQWUM++Edq86F40EQ5jfU8PdjJ/u0XjyUTpRNnFZNZcrdNxvphrL2oJ2sG9BpC4RTDiB13HfKCKsHVdUoo5UmjQg+Q42B7pyRdGRZaTiYKJkD4Y2dZMhPM0LIqBEWlxWMAtIywqr+qZNGOI+xkoF66I+Zr2fNygirm063DRiy0GUCKuhbj7Rho6jAPy3AUcVyWRnhk0t1GALYU83otpFg10QJJdPAwlI9qNCPgthXTq+Eyy0s1sPj4OxKM7StU5X3qqK+1vTlFWrbYxlhR2WEjfA7Hg4ywnka8Y2ivJ7ttmK5wQsaukHN6nSyTlsPu8ZLsE2BoyoQNk1NI5zfUKMXGeFqxQ4dMao5coVeoNcg5EkjDgRNcY6f9/dJaka4ogLh/H1QsU3sHLfDh8001wj1sxoDdY5UK1a7RriLAtnNhoEwIWSgcMKMcEFpxPQYlutO7MLrhRnh9W+Hco1YWKx3zAbGNMJW+zRmrwJhPUuzsFTHRMnsWIHeD9T3TfM0VcVyWa4R84t17Jus5DZM0RFCYP90OdT9Vst2uF9fOhUVSS4s1mMzAy+frgGIgnU9IzxZtqLuYNpxs9YMXCNsMww+jp5dzWxa0iuSLZY7aV2HhawOib3AMAT2T1XCaXm9WC5rt5k91QhbqT/3g0hDLmKzT0mmxixUbCN8IEyTlxXNCAOqlb2f9U5zjShr0ojdE6XQRjJNGlG0m+RWwECYEDJQhK4RRTPC034WQs8K90IjrDqLqY5J+ctqBSTazUcFir2YigWiQHg+CPq2IhsMRIFwWoZH7YosacTJpXpoZ1aUA1NjmL9QD62q1A310Kla+LAzv+TvE/X7oVO1sGEK4D8wnVpqYKneypFGRBrhUBpxZmXdTTSKkiWNGO4wOArE+hUAzUxVcDrw1427RmTZp/UuENaz3P3IeOtUtAAz75rm+6GPhZnqtGto2NmuwD7wOzIGGeEc14jTy43Ytahasdvs05YbTti1c9BgIEwIGSiKukYoZoLpQD0bqBpq5HWW60TF9jsrKVugPEqmEWahkj7CQO8ywiXLwJ5qKcwIb3kgnBLg2IafkcuyT5tfrIcV/0XZP13BK2dWQqsqFYAfOrWCq/ZWYRoCJwNpxLUzU+F7euAwM1VG0/Vw/NyaL69IyQjXHaURjqQRyw2n7zps1VDDDjuBjYY0op8aYSAuC/IbanSyT4vv342gF3316/sp8s63JLqMKy0jrLa7VGAf+PUXQUY4TRqhXev0YtJq2UStHm9W48ua+qulXi8MhAkhA0WrgI+wTuQR254R3pA0QpsK7xRwCiHCrI2V4iPcq4yw2pYwIzzVvwKuPFTglhYACOEb99edDI3wOjLZB6YrYUOBatkO9+uZWgMX7xzDvskyXltcw8JSHTdduiN8T5duzATyljO1hq8RLqUEwspH2DJj3QL7/cARZoRNlREenIYaG0EFwv3KmOoPKCXL6PgAoQLDorKcPPTZkLwCtl6gHsqKBMJKxmUIpBamqe0uMuM2MzWGM7UGmo4XuqikNdQA4ueI3/46/iCsWlEPIgyECSEDRcvr3IlNR3dSUPTKPi25jjwqiYInIAoAepURBvzMy2sX1nBquRHKQjabPI2wej9NGqF8f7sNLHVpgi5rAPxgaP9UBQfnl9F0PFyzrxrKIfRgRV/nZNmCaQiMl8yYNKKRIo0A+m9R126fprSuwx0J99M+DYgfF/6sjEDJNDoGwr14MJ3UZnv0h6Z+kCdFSqL2SVawH2qEC1yT1PXl5FI9VRphZ2aE7QyNMKURhBDSkVZo3F4sCKjYJnaM27GMsNLIbSSjNtZlIBQGM7GGGv6Fv6eB8HQFL59egevJMMu52YQZqowbsyo0TLIQWqd1nxFW6BphwL/xH5iu4MWgu+CB6UoY9E4kAubwM4LtThb1RPZpRkz33f+McHpDjWHPCIed5fqWEY6Of3WOlSwj20c4uKYU9SjPQ32nrIfBXtKNNEId51nfUT2cF+mup64vsUC4SEY48Pn2tE6Ky/VW37XU64WBMCFkoHC89g5GnVCOAArVhWmjGmFFkWIp1VFJX6eaMu2pNGKqEn6/rWimAUQPCVk35rGSibUU+7Rum2ko9ieyTfoNVWWE1T7ZP12J+Zkq9lTL4dioB5RqxYoV9axpGeFuH4Q2QvQQpabuR0sj3LdiOW1GJBYId7BPK+pRnod6yOq3PhjoViOcHwir7S1yfdU9vFspGuFypjTC396Vpn9uSSnpGkEIIUVRPsLdeH0qj1iF16OGGoDvd1sko1u2zbbpyL5II7Qs2FY00wAi2UhWEFC2jPSMcJftlRUHEvrDiZSMsL6suinrAbNpCOybDHxOy1FgsZLQCFuGgG0aMWlE34vl2uzT8m3AhoV+SyNm0jLCgUQijXD/9iIjXLZi//eT7jTC/rGaFegW7SwHxLs6prpGaOuIn6P+g6bSCddbnt/RkYEwIYR0Juws10VbrWRGWM3IbSSQUMFJ0exlxTbaMr99kUZo29NvW68sQo1wljQiQyO8EJjzd7vdeyfL4VhOVizYZtRO98D0WHjDNgSwt1pOzQjr641JIxKd5dR30wPhbu3euiWyT0tKI4Y7Eu53Rnifdlyoc8/PCKcvH2aEe2ifthlNIkL7tALrUudC1mxYKI0osA+mKhbGbBPzi3U0XQ9CxDPNhiHC35M6fgCoNXzniOXgfzbUIISQArRcD2aXLYlnpis4u9IIsxYqI9wLaUTRbGDFMtuyLGFDjR67RgB+tm33RLHubL2mU4aqYhtopEkjlurYOW533ZzCNg3srapsbqDNrEQd41Tgu3eyDMs0wjFLFuckX2/TCDturHmBbQq/ackmNUwIi+XChhp9XW3fUedDvwIg2zSwJzgu1D7LlUaE0pPeNdQYNI2wkgBlZ4T9Y79IDYbvS+x37mw6Xmq2vWQZqJatWGMftU9Um2X1sLkZ+2o9MBAmhAwUjiu79vmcmapASuDUsp8V7ok0Yh0Z4eTNZ9w2IUTvi+UAYN9kpauHhV6iG/ynvm+bYbtinYXFzs1JskgWwFXLfrZqqmKF76mAOMz8Jmyt9icyxdWKFd6sAV8aoTsAVCwT+6crfXdvUPszsk/LbwwxLJT6nBEG/DEvWVGA5rtGpC9rJR40NsJEeRMzwnZxGzolAcpKAlS7yAgDqrtcHQ3HS72OlSyjrQV90qNb/T+oGuHB3Ko+sdZ08dC8g+WnXtvqTSE94HmO5cigj+WLJ5e7kkUAUZD0ySdexeW7J/DY0fMANuoj3GVG2DbbtIeGITBRsnoaCFfLFibL1pbpg4HOGaqKZeLMcgOfSpyfL52q4XV7Jta1zpmpCg5ay+G+nChbODAt/BbMQYCrjgPlJpAMUqKMcBRMX1hthtt55MxKrEiybJubsp8j+7R4ZnjYA2ElRehrIDxdwZEzK+Hv+Rnh3kkj1HfazGK5ouuama5gca2V+l61VLyzHOCfM3e/dAZjthkrjlOUTKOtBb3y6L77K6dxYbWFl07F250PGoO5VX3i/GoTf/hUA3jqia3eFNIrOJajgzaWV3YZLF21twohgN/+/FfC1wwBTI2t37dyT7WMsmXguqBTWScu3TWOU0G7V53Ld4/joh7bnF13YBLXzkz29DO74ZKdYzANgUt2jqe+PzNdwWefq+MnPt5+fn7j9fvXtc43HJjCYS3guXx3tO6KbeJ1eybCsbps1zjGSyYu2zXR9hkl08D+wG3goh1jWGm6se18x1W7w58v2TlWePw3wvSY74ShAvn90xUYAtg3tTU+0b3iwI4Kdo7bsWnzXvOGA1M4ejY6Li7eMZaZDZ2qWBgv9ebhxjQELt01hst3pZ8DvWTfVBkl04gd83kk94lOtWJh90QJFxXcB1ftq+LvnngV9x5q4LqUa85FO8bwhgPx1/dN+RnpP77ncOz1rXx4z0NIKTsv1Qduvvlm+eijj27qOluuh7/+zBxuueVtm7pe0h8efvgRjuWIkBzLvZMVTHcZxC4s1sPiDACYqtjYt8FisuV6K9amN4+W68H1ZJv+td5yczV766HecmEI0dNMc7f4vqDtYzQ3N4fb3nV7xo1Y4Ird4+vSaDquh5YrMRY0y2g4LqSMsmWrTQcl0wg/O2vsluotTAXb7XkSh8+uQL8PXrRjDONBRqsfY5fFSsPxLfiCIG4Q7Kbm5uYwOzu77r/3PIm644b7sx+kHRcC2efGSsPBeMnsidxltemgbJkbqkUoStb5lkbT8eDJ+LVIH8vVpoOKZRaSVunnyP6pSts2ZJ0jp5brWNKy0tWyvWUt4RVCiMeklDcnX99WGWHbNHBR1cDV+7Yuk0J6xwmO5cjQi7H0L7K9vdB2k8myTQNpNWDdFoYVoR+f2S15+8Y2e39uWqYBvYFXsptXMtjK2r4p7XXDELhqbzVznZu5n5PTxlsdBPcCwxB9DYKBzsdFkl5Oz/f7u+l0cy3q9IDczXav9xzZN1nBvsnBzAAnYbEcIYQQQgjZljAQJoQQQggh2xIGwoQQQgghZFvCQJgQQgghhGxLGAgTQgghhJBtCQNhQgghhBCyLWEgTAghhBBCtiUMhAkhhBBCyLaEgTAhhBBCCNmWMBAmhBBCCCHbEgbChBBCCCFkWyKklFuzYiFOAzi6BaveA+DMFqyX9B6O5ejAsRwdOJajA8dydOBYApdLKfcmX9yyQHirEEI8KqW8eau3g2wcjuXowLEcHTiWowPHcnTgWGZDaQQhhBBCCNmWMBAmhBBCCCHbku0YCH9kqzeA9AyO5ejAsRwdOJajA8dydOBYZrDtNMKEEEIIIYQA2zMjTAghhBBCyOgGwkIIsdXbQHoDx3J04FiODhzL0YFjORpwHNfHSAXCQoiqEOInhBBXAagEr/HAGEI4lqMDx3J04FiODhzL0YDjuHFGRiMshPhaAH8I4FkAZwE0pJQ/ubVbRdYDx3J04FiODhzL0YFjORpwHHvDKGWELwbwCSnlewD8PwBuE0L8CAAIIcwt3TLSLRzL0YFjOTpwLEcHjuVowHHsAUMbCAshLhVCvEV76ToAKwAgpTwF4OcA/Frwu7v5W0iKIoS4TAhxm/bSteBYDiU8L0cHnpejA8/L0YDnZH8YykBYCPHrAO4H8JtCiP8shNgB4NMAfkwtI6X8IoBHhBC/EPwNNTMDhhDCFkL8RwCfBfBzQojfC966G8CPquU4lsMBz8vRgOflaMHzcvjhOdlfhi4QFkLsAXANgKsA/P8BuAB+SUp5P4DnhRC/oS3+JwBmhBC2HBUx9GjxfwO4AsCNAN4D4OuEEK+XUt4J4NXgAq7gWA4wPC9HCp6XIwLPy5GB52QfGbpAGEATwNsB7JNSXgDwlwCkEOL74T8ZvU8IcXuw7LUAXpVStrZkS0kq2lPqf5ZSvi8Yn9sBnARwffDevwLwAxzLoYHn5ZDD83Ik4Xk5xPCc3ByGJhBWwm8p5RL8k/n7greeAfAA/JP9JIBfBvB9Qoi7AXw/gEc2fWNJJ9Rx1wIAIcSbAXwUwJ0A/rUQ4j8AOA5f/M+xHGB4Xo4UPC9HBCGEAfC8HAFUIMxzso8MrH2aEOJfw9c1HZVS1hLvfTuA7wDwe1LKZ4QQNwP4BQD/Ukq5KISoAHi3lPLTm77hpI28sUxZ9mb400D/UUr5JMdysBBCvB/+jfQVKeVy4j2el0NE3limLMvzcoARQlwppTyc8R7PyyEhbxxTluU52SMGLiMshLhFCPEUgH8G4HsA/J723seCwX8MwMsA/i0ASCkfBbALwEzwe50Hw9bTYSz/TAjxzuTfBGM5heAJmGM5GAgh3iiEeALAt8Ivsvnv2ns8L4eIDmPJ83KIEEJ8gxBiBcBHhRB7tdctIcSf8rwcDjqM45/wnOwvA5cRFkLcAaAkpfygEMIC8HkA90gpf0kIMSOlXAiW2w/grwEchC8gPwLgDinl4hZtOknQYSz3SylPBssZUkpPCPEu+PYvNQA/FmjayAAghJgF8F4p5Y8JIaoAPg7gBSnlz/G8HC46jCXPyyFBCDEJ4H3wA6F/Dv+8+0sppRe8v0dKeSb4meflgFJgHHdLKc8GP/Oc7ANbnhEWQkwLIW4UQtjBS7cDuAQApJQOgBcA/Ft1s1Xi8eBi/f+Df9B8UEr5Xp7UW0uXY3ky/qfi6wD8NwB/J6X8Xp7YW4sQYocQ4nYhRDl46Vr4hTcI5C0fgK9Ru5jn5WDT5VjyvBxggrH8GiFEOZCz/L2U8qMAPgE/mLpcLauC4OBnnpcDRJfjeDb+pzwne82WZoSFEP8XgDvgP6UuA/hh+BYh9wL4SQCXAdgJ/6A4K6X8QPB3PwLgc1LKE1uw2SSFDY7lp6WU80IIU9IEfMsRQvws/ErkF+GP5b8BsA/+WN4gpTwXLPe7AHZKKX8o+J3n5YCxwbHkeTlAJMZyEcC/l1LOa+//bwBPAPiQlHJFyx7yvBwgNjiOPCf7wJZlhIUQ/xLA1wF4l5Ty2wBUAHy3lPJFAO+H3zrwqwB8CMAfAzgfTK8DfjajqbJQZGvpwVi6QgjBE3vrEUL8AIB3A/hGKeV3AXgTgFuklK8A+ByAD2uLfwyAKXyDfoDn5UCxwbFsgeflwJAyljfC9weGEKIULPbfAHwz/AcdAJgI/nfB83Ig2OA4euA52Re2LCMshLgkWP/x4PefAfA2KeX3pCz77wA0pZS/s8mbSQrAsRwdgousDH6+DsAfAvhTKeXHggv1CwD+bynl3wghvhvA16jsPhksOJajQ8ZY/g8AH1da0uC9XwBwA/xCuLullL+4FdtL0uE4DiabnhEWge8ogFMqcArYBb9dYLicEOISIcSHAfwg6Is3cHAsRwdtLEXw+8UAPgngPgDfJoT4TwB2wDfh/3ohxJ3we9o/uOkbS3LhWI4OHcbyOwH8shDiJu1PbgTwjfA1pwyeBgSO42BjdV5kYwgh3ge/QvUZKeWSSulLKZvB+2UpZQN+UdVj6u+klK7wzaMXAHy17OBzSfoPx3J0yBlLL/j/VSHETVLKuhDiSgC/CuCtUsrPCCG+DH967z7ZwRea9B+O5eiwjrH8FQAXAXhS+FZpzwD4V7zGbi0cx+GibxlhIcSVQoj74FdAfguA3xd+33MIIX4rOFAQBE4AsBfAXcKvbv51IcQuAP8kpfxlHgxbC8dydCg6loDvSxn8fxjAGHyNGqSULSnl5xg4bS0cy9FhA2M5Dl8DDACPSyl/ldfYrYPjOJz0XCMshLCklI4Q4p8DeIeU8j8Er/8JgLKU8n1C88UL3rsBwP8E8Cp8TcyvSSk/1dMNI13DsRwduh1LpWULxvPn4Bc8/rCU8tiWfQkCgGM5SnAsRwOO43DTs4yw8Dug/DaA3xFCfDWAt8G3z1IcBPAvhBC3SinPiqAXekAFwHUA7pRS3sLAaWvhWI4OGxhLEWjW/hjAs1LKr+NFemvhWI4OHMvRgOM4GvQkIyyEEAD+AH67v8/BN+5+AMDPA/gZAGX4wZEH4Eop5bcHf/ddAI5JKR8TQlQ5Pbf1cCxHhx6N5biUcnUrtp9EcCxHB47laMBxHB16VSw3CeAmAP9MSrkshDgP4HoAfwegDuCbAPwXAOcB/IQWKEkAK0DY4YhsPRzL0WEjY7kKALxIDwwcy9GBYzkacBxHhJ5II6SUS/ArJH8oeOnLAE7CH+zPSCnfI6V8CP5B01CBkpTyk1LKg73YBtIbOJajwwbH8oVN32CSCcdydOBYjgYcx9Ghl64R/y+Am4QQB6Rf7fgM/E5TVwghdgshfg3AbyLwqgymFchgwrEcHTiWowPHcnTgWI4GHMcRoJeB8L0AziJ4OpJSPg5fOG4AuAqACeDdUsq/Cd7fmpZ2pAgcy9GBYzk6cCxHB47laMBxHAF61lBDSjkvhPgkgN8UQhyC3z2sCcANDo6He7Uu0l84lqMDx3J04FiODhzL0YDjOBr0w0f4mwF8N4B3APiglPKDPV0B2TQ4lqMDx3J04FiODhzL0YDjONz0PBAGACGEDX8WwOn5h5NNhWM5OnAsRweO5ejAsRwNOI7DS18CYUIIIYQQQgadXhbLEUIIIYQQMjQwECaEEEIIIdsSBsKEEEIIIWRbwkCYEEIIIYRsSxgIE0IIIYSQbQkDYUIIWSdCiCuEEM8mXvtlIcTPdvEZR4QQezos8/MFPuchIcSTQohjQojTwc9PCiHeIYT4m6LbQwgh24medZYjhBDSN34ewG/kLSCl/GoAEEL8EICbpZQf0N6+v3+bRgghwwszwoQQ0geEEHNCiN8TQtwvhHhWCHFL8PpuIcTnhRBPCCH+CIDQ/uaTQojHhBDPCSHuCF77TQBjQXb3L4LXvl8I8XDw2h8JIcyc7Qiz1kKIHwrW8SkhxGEhxAeEED8dbMuDQohdwXJXCSE+G2zLPUKI6/q3pwghZOtgIEwIIf1jQkr5DgD/BsCfBK/9EoB7pZRvBvAPAC7Tlv9XUsq3ArgZwE8KIXZLKf8dgDUp5U1SyvcJId4A4L0AbpNS3gTABfC+LrbpBgDfB+AWAP8RwGqwLQ8A+MFgmY8A+IlgW34WwIe6/eKEEDIMUBpBCCHrJ6s1p3r94wAgpbxbCDElhNgB4HYA/yJ4/Z+EEOe1v/tJIcR3BT9fCuAaAGcTn/11AN4K4BEhBACMATjVxTbfJaVcBrAshFgE8Kng9WcAfJUQogrgHQD+Ovh8ACh38fmEEDI0MBAmhJD1cxbAzsRruwAcDn5OBsoy43UIIWYBfD2At0spV4UQcwAqKesUAP6nlPLfr2+T0dB+9rTfPfj3BAPAhSDbTAghIw2lEYQQsk6klDUA80KIrwOAQGP7TQDuDRZ5b/D6OwEsSikXAdyNQMoghPhmRIH0NIDzQRB8HYBbtVW1hBB28PMXAbxHCLFPrVMIcXkPv9MSgMNCiO8OPl8IIW7s1ecTQsggwUCYEEI2xg8C+AUhxJMAvgTgV6SULwfvnRdC3A/gwwB+JHjtVwDcLoR4HMA3AjgWvP5ZAJYQ4mkAvwbgQW0dHwHwtBDiL6SUzwP4BQCfD5a9E8CBHn+n9wH4ESHEUwCeA/AdPf58QggZCISUWRI3Qggh6yWQNvyslPLRrd4WQggh6TAjTAghhBBCtiXMCBNCCCGEkG0JM8KEEEIIIWRbwkCYEEIIIYRsSxgIE0IIIYSQbQkDYUIIIYQQsi1hIEwIIYQQQrYlDIQJIYQQQsi25P8DhXETDjjlSpUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# spread\n",
    "\n",
    "spread = df['AskPrice1'] - df['BidPrice1']\n",
    "plt.figure()\n",
    "spread.iloc[:200].plot(figsize=(12,6))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:25:53.073698Z",
     "start_time": "2021-07-25T05:25:53.060510Z"
    }
   },
   "outputs": [],
   "source": [
    "# mid price, mid price returns\n",
    "\n",
    "mid_price = (df['AskPrice1'] + df['BidPrice1'])/2\n",
    "\n",
    "ret_10 = mid_price.pct_change(10).fillna(0)\n",
    "ret_20 = mid_price.pct_change(20).fillna(0)\n",
    "ret_30 = mid_price.pct_change(30).fillna(0)\n",
    "ret_60 = mid_price.pct_change(60).fillna(0)\n",
    "\n",
    "forward_ret_5 = mid_price.pct_change(5).shift(-5)\n",
    "forward_ret_30 = mid_price.pct_change(30).shift(-30)\n",
    "forward_ret_60 = mid_price.pct_change(60).shift(-60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:25:53.241764Z",
     "start_time": "2021-07-25T05:25:53.234510Z"
    }
   },
   "outputs": [],
   "source": [
    "# order imbalance, order imabalance ratio\n",
    "\n",
    "oi = df['AskVolume1'] - df['BidVolume1']\n",
    "oi_ratio = (df['AskVolume1'] - df['BidVolume1']) / (df['AskVolume1'] + df['BidVolume1'])\n",
    "oi_ratio_avg = oi_ratio.rolling(30).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:25:53.620443Z",
     "start_time": "2021-07-25T05:25:53.615842Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_bkt_result(position, price, slippage=0):\n",
    "    \n",
    "    pnl = (position * price.diff().shift(-1)).fillna(0) - position.diff().abs().fillna(0) * price * slippage\n",
    "\n",
    "    bkt = pd.DataFrame()\n",
    "    bkt['price'] = price\n",
    "    bkt['price_diff'] = price.diff().shift(-1)\n",
    "    bkt['position'] = position\n",
    "    bkt['pnl'] = pnl\n",
    "    bkt['cumpnl'] = pnl.cumsum()\n",
    "    bkt.index = pd.to_datetime(bkt.index)\n",
    "    bkt['date'] = bkt.index.date\n",
    "\n",
    "    return bkt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:25:53.821171Z",
     "start_time": "2021-07-25T05:25:53.817204Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.linear_model import Ridge\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:25:54.432826Z",
     "start_time": "2021-07-25T05:25:54.422300Z"
    }
   },
   "outputs": [],
   "source": [
    "X = pd.concat([ret_10, ret_20, ret_60, oi_ratio_avg], axis=1).fillna(0)\n",
    "# y = forward_ret_30.fillna(0)\n",
    "y = forward_ret_5.fillna(0)\n",
    "\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:25:56.383936Z",
     "start_time": "2021-07-25T05:25:56.374049Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.002730824777290475"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = LinearRegression().fit(X_train, y_train)\n",
    "reg.score(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:25:56.896499Z",
     "start_time": "2021-07-25T05:25:56.889921Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.002033480818845357"
      ]
     },
     "execution_count": 148,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:25:58.821299Z",
     "start_time": "2021-07-25T05:25:58.520741Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DtmCbzXo2+fpnHr0TZx69U+sHLqlVlPWQFEmSBJNnvcmQs+oLZ6DJwvnhc47g4yMGNWov9dvT9mmL8CS1Ax/PLUnSOtTV1c80r03pmuVSz/zwGB56YT6f/u3DANz0lQM5/vL7ePjsI9osVkltz+JZkqS1WLJ8Fbucf1txf7Ne3bjko8M5cuf+/OmhFznyff3pv1GPJsd226ALBw/dnCs/tTeb9+nG7oP6Mmvcce0VuqQ2YvEsSVITzrtxGn948N3HYe82cGMmjDmQiPpHGHxy5LZlvc6oXbdsk/gkZcPiWZKkgndW1PLkvAWc+tuHWbKiFqi/B/OYw3Zg5HabZRydpDyweJYkCXhzyQr2uvCOBm0Pn3MEW/RpelmGpM7J4lmS1OndPHUeX7n20QZtL1x8bHGJhiStZvEsSerUnpizoEHhfPXp+7DP4E0tnCU1yeJZktQpLVtZy4TH5/KdG6YC8Lcv7c+uAzem+wZVGUcmKc8sniVJnc5T8xZyzM/vbdC297abZhSNpI7EJwxKkjqV1xYta1Q4f2TPgRlFI6mjceZZktRppJTY90d3AjD2mGGccej2GUckqaOxeJYkVbx5C97h4okzuOPJV4ttFs6S3guLZ0lSRXtnRS37X3xXg7YLPrhzRtFI6ugsniVJFaeuLvHG4uV84y9TuP+5+Y2OH7vbgAyiklQJLJ4lSRVl5muLOfJ/7mnUPmvccRlEI6nSeLcNSVJFWbNwPnX/bS2cJbUai2dJUsXY7YLbGrX94PhdM4hEUqVy2YYkqWIsWrYKgOOGD2CDLsEXDt4u44gkVRqLZ0lSh5dS4vCfvrtc4/JT9sowGkmVzOJZktThDTlrYnH7+x/aJcNIJFU61zxLkjq0Mdc+Wtz+4O5b8ZkDBmcXjKSK58yzJKlDuuGROXzrr48X96u6BL84ec8MI5LUGVg8S5I6hNq6xIm/eoDJL77V5PH7vnt4O0ckqTNy2YYkqUP4+b+fWWvh/JfR+7Hlxj3aOSJJnZEzz5KkDuHPk2YD8JtTR/Dj257mU/tvy8E79KN3jw3o17t7xtFJ6iwsniVJufbQ8/M5cfyDABy/x1YcuXN/jty5f8ZRSeqsLJ4lSblywYTpXH3/rCaPXfhhnxYoKVsWz5Kk3Pjn43ObLJx37N+b275xCBHR/kFJUgmLZ0lSLry2cBlf/fNjAPTr3Y0ffnhXjt55S7p0sWCWlB8Wz5KkzNXWJfa96M7i/uRzj8owGklau7JuVRcRoyLi6YiYGRFjmzgeEXFZ4fjUiNirGWO/FREpIvq17FQkSR3Rqto6Pnf70uL+9V/cP8NoJGnd1jvzHBFVwOXAUcAcYFJETEgpPVnS7RhgaOHfSOAKYOT6xkbEoMKxl1rvlCS1hzuefJVnXl3UoC2lVPhvYb/Yvnq/4fHSPqsb1zamnNdd4z9lxTR7znLuWTS9QUyNxjbjPN5tW+N9W/t81voaqdEY1hJ3c2JqdD7vIaYGIZW896RZ7967+d/fPIQdtujTqL8k5UU5yzb2BWamlJ4HiIjrgOOB0uL5eOCaVP8d8sGI6BsRA4DB6xn7M+A7wE2tcC6S2snfHpnDmSWPRW4tq68Fi+J+NNhv2Kdh51jb8fW87qraVWzw6pwm3ifKiqnh9WtrG9MwptIxa75uo5ibeT6lG02eTxkxrXdMGTGx1vdr/Pr9enXj1YXLeOicI71fs6TcK6d4HgjMLtmfQ/3s8vr6DFzX2Ij4EPBySulxr56WOo5lK2uLhfOvTx3BITv2a1Zh924Blo/PfU1NDdXV1VmH0enV1NRYOEvqEMopnpv6Cbfm3+DW1qfJ9ojoCZwDHL3eN48YDYwG6N+/PzU1NesbonVYvHixX8Oc6Ii5OO3WJcXtqoCurz3FA69lGFAr6Ih5qETmIT/MRT6Yh/wqp3ieAwwq2d8amFtmn25rad8eGAKsnnXeGng0IvZNKb1S+sIppfHAeIARI0YkZ4haxlm2/OhouXh14TK49d27IRy/50Cqq/fILqBW0tHyUKnMQ36Yi3wwD/lVzt02JgFDI2JIRHQDTgImrNFnAnBq4a4b+wELUkrz1jY2pfRESmmLlNLglNJg6ovvvdYsnCXlx9IVtQ32/+cTe2QTiCRJGVrvzHNKaVVEjAFuA6qAq1JK0yPijMLxK4GJwLHATGApcPq6xrbJmUhqdXc8+Sq/vvd5TtpnENtv3rvYPuV73oNXktQ5lfWQlJTSROoL5NK2K0u2E/CVcsc20WdwOXFIah+Dx97cYP/hF94sbn931DD69uzW3iFJkpQLZT0kRVLn8PdH5zQqnNd06v7btlM0kiTlj4/nljqxlBJTZr/NTVPmcvMT83h90fJGfb47ahiX3DqjuN+ru982JEmdlz8FpU5i3oJ3GLDxhg3ajvife3j+9SVN9v/uqGHst92m7DZw42LxfNxuA9o8TkmS8sziWeoEhp4zkZW19bdnH7pFb/751YO455nXGxTO337/Tkx7eQG3THuF43YbwJeqty8emzXuOCbPepNhAzZq99glScoTi2epwtXWpWLhDPDsa4sZdt6txf2vHr4DXz18KN026MLyVbVs9q8n+caROzZ6nRGDN22XeCVJyjOLZ6lCvb5oOV/64yPste0m6+x35tE7Fbe7b1DFDz+8W1uHJklSh2XxLFWgJctXsc+P/g3A5BffAuDiE3Zj0CY9+dRvH8oyNEmSOjSLZ6kC/fDmJxu1nbzvNgD07dmVt5euBODDe2zVrnFJktTRWTxLFeiB5+Y32P/iIdsVt6d872hq6xJdAiKivUOTJKlDs3iWKsyDz89n1vylbL3JhnztiKHMffudRhcAVnWxaJYk6b2weJYqzEnjHwTg7186gC026pFxNJIkVRYfzy1VkP8883pxe7Pe3TOMRJKkymTxLFWI5atq+cdjLwNw7nHvc2mGJEltwGUbUgX4wjWTuePJV4v7nz94u3X0liRJ75Uzz1IHN+3lBQ0KZ0mS1HaceZY6sDlvLeUDv/gvANd/cX826dmVZ15dnHFUkiRVLotnqYN6Z0UtB11yNwDDtuzDvkM2BWBo/z5ZhiVJUkWzeJY6mNq6xGE/qeGlN5cW2279xiEZRiRJUudh8Sx1IMtW1jLsvFuzDkOSpE7L4lnqQL5zw9Ti9l/P2J+tN9mQARtvmGFEkiR1LhbPUgewZPkqLpgwnQmPzwXg7m9VM6Rfr4yjkiSp87F4lnJs6YpV/O2ROZx303QAqroE5x33PgtnSZIyYvEs5dTbS1ewxw/uKO7vve0m3HDG/kT45EBJkrJi8SzlVGnh/PDZR7DFRj0yjEaSJIHFs5RL9898o7g948JR9OhalWE0kiRpNR/PLeVMXV3ilN88VNy3cJYkKT8snqUc+cukl9ju7InF/RcuPjbDaCRJ0ppctiFl6LVFy+i7YTe6bdCFD19+H1Nmv1089uyPjvHiQEmScsbiWcrI4hWJfX90Z5PHZo07rp2jkSRJ5bB4ljIweOzNTbb//KQ9+NDuW7VzNJIkqVwWz1I7W7hsZZPt13x2Xw7ZcfN2jkaSJDWHFwxK7Wjx8lUMv+D24v5PPr57cdvCWZKk/CureI6IURHxdETMjIixTRyPiLiscHxqROy1vrERcWGh75SIuD0i/Fu1Kt4nf/1gcXuHvl342N5b85n9t2U7H7ctSVKHsN5lGxFRBVwOHAXMASZFxISU0pMl3Y4Bhhb+jQSuAEauZ+yPU0rnFd7ja8D3gDNa7cyknEkp8ficBQAM7LshXypMOn//+F0zjEqSJDVHOTPP+wIzU0rPp5RWANcBx6/R53jgmlTvQaBvRAxY19iU0sKS8b2A1MJzkXJtyFnv3r/5vrGHs9mGrpqSJKmjKeeCwYHA7JL9OdTPLq+vz8D1jY2IHwGnAguAw5p684gYDYwG6N+/PzU1NWWErLVZvHixX8MMrKx793fDr+7ZnZqaGnORE+YhH8xDfpiLfDAP+VVO8dzUUxrWnCVeW591jk0pnQOcExFnAWOA8xt1Tmk8MB5gxIgRqbq6uoyQtTY1NTX4NWx//5o6F3gMgDNPPBIwF3lhHvLBPOSHucgH85Bf5fzdeA4wqGR/a2BumX3KGQtwLfDRMmKROqQx19YXzl+u3j7jSCRJUkuUUzxPAoZGxJCI6AacBExYo88E4NTCXTf2AxaklOata2xEDC0Z/yFgRgvPRcqlcbe8+7/2d0YNyzASSZLUUutdtpFSWhURY4DbgCrgqpTS9Ig4o3D8SmAicCwwE1gKnL6usYWXHhcROwF1wIt4pw1VqCvveQ6Avbbpm20gkiSpxcp6wmBKaSL1BXJp25Ul2wn4SrljC+0u01DF+9zVk4rbfz3jgAwjkSRJrcF7ZUltZO7b73DnjNcAOO2AwVR1aer6WUmS1JFYPEtt5PbprwDQraoLF3xol4yjkSRJraGsZRuSyvfc64s54qf3FPf/+dWDMoxGkiS1JmeepVa0fFVtg8IZYKct+2QUjSRJam3OPEutZPDYmxu1zRp3XAaRSJKktmLxLLWCn93xTIP9x88/mo037JpRNJIkqa1YPEst8NaSFex54R0N2qZecDQb9bBwliSpElk8S+/Byto6Pnz5fUyfu7BBu8s0JEmqbBbPUjOllBh6zi0N2qZecHRG0UiSpPZk8Sw10wHj7mrU5jINSZI6B29VJzXTvAXLGuwfvXP/jCKRJEntzZlnqRmqf3x3cfv+sYfz9CuLOHCHfhlGJEmS2pPFs1SmlBKz5i8t7m/Vd0O26rthhhFJkqT25rINqUz7X/zuWue7zjw0w0gkSVJWnHmWyvTKwvq1zk/+4P307OZHR5KkzsiZZ6kMZ/zhkeK2hbMkSZ2XxbO0HrPfXMqt018B4Jef3CvjaCRJUpYsnqX1OPjS+jts9O6+AcfuNiDjaCRJUpYsnqV1eGPx8uL2lO8dlWEkkiQpD1y8Ka1hwTsr+d19LzByyGac/OsHi+0bVPm7piRJnZ3Fs7SG3b9/e2Hr2WLbNZ/dN5tgJElSrjiVJpUYPPbmRm1b9OnOITtunkE0kiQpb5x5lgr2+dG/i9sTv3YwF018iv89aQ823rBrhlFJkqQ8sXiWgEmz3uT1RfUXB97x/w5haP8+/PHzIzOOSpIk5Y3Fszq90qUa4z+9N0P798kwGkmSlGeueVantXDZykZrnI/eZcuMopEkSR2BxbM6pfufe4PhF9zeoO3e7xyWUTSSJKmjcNmGOp26usTX/jyluP/YeUexSa9u2QUkSZI6DItndTpPvLyANxYv55hdt+SKT+2ddTiSJKkDcdmGOp3jL78PgFP3H5xtIJIkqcOxeFanctV/Xyhub7tZzwwjkSRJHVFZxXNEjIqIpyNiZkSMbeJ4RMRlheNTI2Kv9Y2NiB9HxIxC/39ERN9WOSNpLa6fPJsf/OvJ4v5WfTfMMBpJktQRrbd4jogq4HLgGGBn4OSI2HmNbscAQwv/RgNXlDH2DmDXlNJw4BngrBafjbQO37lhanHbO2tIkqT3opyZ532BmSml51NKK4DrgOPX6HM8cE2q9yDQNyIGrGtsSun2lNKqwvgHga1b4XykosXLV/GRX97H4LE3c8sT84rts8Ydx6BNXbIhSZKar5y7bQwEZpfszwHWfG5xU30GljkW4LPAX8qIRVqnN5es4M6nXuXbJbPMAF/606MAnLDXwCzCkiRJFaKc4jmaaEtl9lnv2Ig4B1gF/KnJN48YTf1SEPr3709NTc16wtW6LF68uEN/DVfUJuYurmPwxlWNjp1//zu8uLBuneM/tMXbuTn/jp6LSmEe8sE85Ie5yAfzkF/lFM9zgEEl+1sDc8vs021dYyPiM8AHgCNSSmsW5ACklMYD4wFGjBiRqqurywhZa1NTU0NH/Roef/l9PD77bQAmn3sk/Xp3B+DZVxfx+qLlvLjwoQb9I+AfXz6QDxduTfenz4/kwB36tWvM69KRc1FJzEM+mIf8MBf5YB7yq5zieRIwNCKGAC8DJwGnrNFnAjAmIq6jflnGgpTSvIh4fW1jI2IU8F3g0JTS0lY5G1WkybPe5GNXPtCg7e2lK+jXuzuvLFjGUT/7T5PjXrj4OKB+jbMkSVJrWO8Fg4WL+sYAtwFPAdenlKZHxBkRcUah20TgeWAm8Gvgy+saWxjzf0Af4I6ImBIRV7beaalSTHt5QaPCGeDZVxfz1pIV7HfxnQ3a999us/YKTZIkdUJlPZ47pTSR+gK5tO3Kku0EfKXcsYX2HZoVqTqlD/zivw32L/nobnz3b0/wz6lzixcBApy0zyBunjqPSz46nBfmL2HZytr2DlWSJHUCZRXPUhYGj725uD1syz5c+4X9WLqi/u6GE594pXjssfOOYpNe3Rj30eEAbOOTAyVJUhuxeFYuzX7z3WXwH9lzID87cQ8Auqxx/5Yp3zuKvj27tWNkkiSpMyvr8dxSa/nr5NmMvmbyOvs8NW8hB196d3H/vA+8+0DLXt3f/X1v1rjjLJwlSVK7cuZZ7Wr1w0sGj72ZSz86nE/s8+6dDBcsXcm1D7/EJbfOKLY9+6Nj6Fr17u94Xau6cMrIbfjA8AHtF7QkSVKBxbPazfALbmuw/52/TWX5qlqOeF9/bnhkDv9zxzMNjq/tFnMXfWS3NotRkiRpXSye1WYeeG4+W2+yIctX1fKzO55l4bJVjfqcd9N0zrtpeqP2Ubts2R4hSpIkNYvFs1rdj2+bweV3P/eext77ncO4acrLjDl8aCtHJUmS1HJeMKhWc8Mjcxg89ua1Fs7PX3QsT/9wFAD3jT280fHfnb4PgzbtaeEsSZJyy5lntdjSFavY+Xu3NXnsuYuOJaXEBoWL/rp3qSquZT5l5DZc+9BLAOwzeBOqd9y8fQKWJEl6jyye1WJrFs73jT2cPj02ICWo6hJANDnuoo/sxqBNenLJrTO4/JS9iGi6nyRJUl5YPKvZUkrUJbjnmdf47NXv3rP5kXOPZLPe3Zv1Wl+q3p4vVW/f2iFKkiS1CYtnNcvUOW/zof+7r1H7LV8/uNmFsyRJUkdj8axmOeXXDzVqW9v9mCVJkiqNd9tQ2Z6cu5DFyxveq3nPbfpmE4wkSVIGLJ5VtnElj81e7X9P3KP9A5EkScqIxbOaNPvNpXziVw/wwhtLuOeZ1xk89mb+88zrAJx97DAAzv/gzmy7Wa8sw5QkSWpXrnlWI/MXL+fgS+8G4LCf1DQ6PvqQ7Tl8WH922KJ3O0cmSZKULYtnNVL945om2//9zUPYvE8PAAtnSZLUKblsQw08OXchiwoXBV59+j7F9gfPOoIdtujDxht2zSo0SZKkzDnzrKLf3Ps8P7z5KQB22WojqnfawtvQSZIklXDmWQA8NW9hsXAGuPErB2YYjSRJUj458ywAjvn5vcVtZ5slSZKa5syzWFVbl3UIkiRJHYLFcye3sraOHc65pbj/0NlHZBiNJElSvlk8d3JDSwrnfQZvQv+NemQYjSRJUr655lkAPHHB0WzYtSrrMCRJknLN4rkT+/p1jwHwmf23pU8P798sSZK0Pi7b6KRqnn6Nm6bMBeDjIwZlHI0kSVLHYPHcCb2+aDmn/W4SAF2rgl0HbpxxRJIkSR2DyzY6mQnPreC0W/9d3L9v7OEZRiNJktSxWDx3Mn9/dmVx24ehSJIkNU9ZyzYiYlREPB0RMyNibBPHIyIuKxyfGhF7rW9sRHw8IqZHRF1EjGid09G6LFtZW9y+ycdvS5IkNdt6Z54jogq4HDgKmANMiogJKaUnS7odAwwt/BsJXAGMXM/YacAJwK9a8Xy0hgXvrOT7E6az9aY9uezOZwHYvE93dh/UN9vAJEmSOqBylm3sC8xMKT0PEBHXAccDpcXz8cA1KaUEPBgRfSNiADB4bWNTSk8V2lrrXNSE3b9/e6O20hloSZIkla+cZRsDgdkl+3MKbeX0KWes2sjnfz+5yfZHzj2qnSORJEmqDOXMPDc1NZzK7FPO2HW/ecRoYDRA//79qampac7wTuuqacv5z5xVDdquHtWLxYsXc/9//5NRVCq1ePFi/3/OAfOQD+YhP8xFPpiH/CqneJ4DlD5FY2tgbpl9upUxdp1SSuOB8QAjRoxI1dXVzRneKZ3wy/t4dM4SAAZs3IN5C5Yx5rAdqK7eiZqaGvwa5oO5yAfzkA/mIT/MRT6Yh/wqp3ieBAyNiCHAy8BJwClr9JkAjCmsaR4JLEgpzYuI18sYq1Z0ya0zePSltwEY2HdD7vl2NROnvcIHhw/INjBJkqQKsN7iOaW0KiLGALcBVcBVKaXpEXFG4fiVwETgWGAmsBQ4fV1jASLiI8AvgM2BmyNiSkrp/a19gp3Jxbc8xa/ueR6A44YP4PJT6u8Y+KHdt8oyLEmSpIpR1kNSUkoTqS+QS9uuLNlOwFfKHVto/wfwj+YEq8b+NXUuY659jLvOPLRYOAPFwlmSJEmtp6yHpCifUkqMufYxAA7/6T3F9ofPOSKrkCRJkiqaj+fugCY8PpfrHn6J1xYtb3Ts0o8OZ4s+PTKISpIkqfJZPHcgs95YwlPzFvK1Pz/W5PHRh2zHJ/YZ1OQxSZIktZzFcwdx94zXOP3qSY3aLz5hN07aZxC3TX+FUbt6Rw1JkqS2ZPGccyklhpzV6HrLopP33QbAwlmSJKkdWDznzIpVdXTboP46zo9dcT+TX3yrUZ8Dtt+Ma7+wX3uHJkmS1Ol5t40cGTz2ZnY89xZO+93DvPz2Ow0K56kXHF3cvugju2URniRJUqfnzHMO1Tz9OgeOu6u4//xFx9KlS3DnmYfyhwdeZHC/XhlGJ0mS1Hk585xzT/9wFF26BADbb96bCz60S8YRSZIkdV7OPOfEcZfdW9zetFc3rjptH/YY1De7gCRJktSIxXM7e+ylt/jIL+/nq4fvwJlH7wTAT257mulzFwLw9y8fwF7bbJJliJIkSVoLi+d2NOOVhXzkl/cD8Iu7ZrLbwI0Z/YdHiscP2XFzC2dJkqQcc81zOxr1v/c22C8tnHt07cLvT9+nvUOSJElSM1g8t5OVtXXF7Vu/cXCDY2cfO4wZFx5DRLR3WJIkSWoGi+d2sGJVHUPPuaW4P2zLjYrbI4dsyuhDts8iLEmSJDWTxXM72PHcdwvnmm9VA3Dhh3dl5JBN+csX988oKkmSJDWXFwy2s9UPOPn0ftvy6f22zTgaSZIkNYczz21s4bKVAHQJmDXuuIyjkSRJUktYPLex4RfcDkBdyjgQSZIktZjFcxsaPPbmrEOQJElSK7J4biMvzl9S3D7yff15+OwjMoxGkiRJrcELBtvIz+98trh96ceGs2mvbhlGI0mSpNbgzHMbePntd/j7oy8DcMMZ+1s4S5IkVQhnnlvZ7DeXcvCldxf39952kwyjkSRJUmty5rmFXn77HWa8srC4X1o4P/mD9/vIbUmSpArizHMLrKqt48BxdwGw5zZ9eeylt4vHLjx+F3p288srSZJUSazuWuDS254ubpcWzld+ai9G7Togg4gkSZLUliyeW2D8f55v1PbPMQex29YbZxCNJEmS2prFcyt64eJjXeMsSZJUwbxg8D2qa+J52xbOkiRJlc2Z5/foWzc8Xtz+3Wn7sP3mvTOMRpIkSe2hrJnniBgVEU9HxMyIGNvE8YiIywrHp0bEXusbGxGbRsQdEfFs4b8d5obIV9Q8V3wIymUn78lhw7Zgm816ZhyVJEmS2tp6i+eIqAIuB44BdgZOjoid1+h2DDC08G80cEUZY8cCd6aUhgJ3FvZz77WFy7jk1hnF/VG7bJlhNJIkSWpP5Szb2BeYmVJ6HiAirgOOB54s6XM8cE1KKQEPRkTfiBgADF7H2OOB6sL43wM1wHdbeD5tYuGylYy/53lmvLKQfz/1WoNj3TZw2bgkSVJnUU7xPBCYXbI/BxhZRp+B6xnbP6U0DyClNC8itmhG3O3m+kmz+c7fpjZ5bPr339/O0UiSJClL5RTPTd1CYs1bTaytTzlj1/3mEaOpXwpC//79qampac7wFlu5uI6P7diV22atZNGKd9s/uH1XJj3w33aNpTUsXry43b+Gapq5yAfzkA/mIT/MRT6Yh/wqp3ieAwwq2d8amFtmn27rGPtqRAwozDoPABquhyhIKY0HxgOMGDEiVVdXlxFy6/ok8BNg8NibAZg17rh2j6G11NTUkMXXUI2Zi3wwD/lgHvLDXOSDecivchbsTgKGRsSQiOgGnARMWKPPBODUwl039gMWFJZkrGvsBOAzhe3PADe18Fza3Kxxx3XowlmSJEkts96Z55TSqogYA9wGVAFXpZSmR8QZheNXAhOBY4GZwFLg9HWNLbz0OOD6iPgc8BLw8VY9M0mSJKmVlfWQlJTSROoL5NK2K0u2E/CVcscW2ucDRzQnWEmSJClL3mdNkiRJKpPFsyRJklQmi2dJkiSpTBbPkiRJUpksniVJkqQyWTxLkiRJZbJ4liRJkspk8SxJkiSVyeJZkiRJKpPFsyRJklSmqH+ydscQEa8DL2YdRwfXD3gj6yAEmIu8MA/5YB7yw1zkg3nI3rYppc3XbOxQxbNaLiImp5RGZB2HzEVemId8MA/5YS7ywTzkl8s2JEmSpDJZPEuSJEllsnjufMZnHYCKzEU+mId8MA/5YS7ywTzklGueJUmSpDI58yxJkpShiIisY1D5LJ4rTEQM8EOYDxHRI+sYBBHRP+sYBBGxVUR0zzoOQUTsFBHbZB1HZ1fIwzEAyWUAHYrFc4WIiO4RcQVwDzA+Ik7IOqbOKiJ6RcR44PyI2KzQ5i807SwiekfEz4BbIuJXfiayUcjD/wC3AL+JiFMK7f78yUBEbAI8CXw+IvplHU9nVPhM/BT4M9At63jUfH7zqhwfAgaklHYE/gX8ICJ2zDimTqcw2/wD4CCgD3AYOKvQ3iJiIPAH6r/HHUv9L5WXZhpUJxQRWwFXU18gHAjcBHwXIKVUl11kndpAYAbQC9gj21A6n4jYCPg7cFBKaa+U0k1Zx6Tms3ju4CKiqrBZC7wOUPgw3gp8MSL6ZhRaZ7UCuBw4BHgW2Dsitgdnn9vZMuA3KaWvp5ReAa4HpkTE8Izj6mwWAN9MKY1JKS0G+gM3RsTm4Oxze4mCwu4C4AYgAYet/uuY2s0y6n+xnw4QEQdGxNERMbSw72eiAzBJHVBhndSVEbFhSqm20NwNeLMw0wPwY2AvYJfCGAu3NlCaCyjOps1OKb0B3A30wNnnNtdEHuYDNSVdBgHbAU9nEF6n0UQelqSUXoqIbhHxdWAs9TOeN0fEzimlOr83tY01fk6kku8/ewEbAucCWwAnR8SHvUajbTTxmVgB3AWkiHgFuAg4CrgnInbxM9ExWDx3MBFxEPW/tY4Gvlly6B7qC+XhEdEtpfRqoe3/gYVbW2gqFxERKaWVACmlqdSvLdwlIvbOLNAKt448LCnp1g2YlVJankGIncLa8gDFgmFiSmlQSulb1P9l7OeFY35vamVrycXqn/fTgJdTSsuA7anPw7DCvlrROn5ezwOuBX6SUjo0pfRt4DfAT8HPREdg8dzxzAc+C+wInB4RgwFSSvOA24ATeHcd23XAWxHRtf3D7BQa5WL1N72SH1S3FfqNjIixEXFINqFWtDXzsG0TP3z2BJ4DiIgvuHyjTTT5eSgpoJ8tmVG7GliyejZOra6pXKxeY74/9RcLTgNeof6itdkR0TObUCva2n5e1wH3pZR+UtL3D8BS/wLQMVg8dzAppaeAmSmlmcAdwPdLDv8SmA2MjYgzqS+en189E6rWtbZcRESX1T+oUkovAb2BHwInAW9mFG7FaiIPP4BGawePADaLiL8Bp1C/7lCtaB3fmwKKn4sUEfsDVwH3p5TeySbayraenxPXAZOAz6aUTgFupH5Zk0sFWtk6fkZE6Ux/RBwA/BZ40L8AdAw+YTCnImIAMCSldH8Tx6LwQ6gP8BjwxZTSnYVjPYCR1M9AT0op/bE9465E7zUXheP7Un+HgW+llP7UbkFXoBbm4RZgG+D8lNIN7RZ0BWrB96ZNqV9G9gHg4pTS9e0ZdyVqyWeipF/xl329Ny34TPQGvgKcTP1n4i/tGbfeO4vnnIqI6cBLwDkppUdXfwBLjlellGoj4hvAkSmlD0TEycBNKaWlGYVdkVqQixudWWs9LcjDdcChKaWaTAKvMO8xDycBfwV2Sik9mU3klacFn4l/OMPZelqQh78C26WUnskmcr1XLtvImYjoUvhtdDYwFTg0InqVrh0sWL0s4H+BAyNiAXB44TX881sraIVchLlouRbm4Uigu4Vzy7UwD0cB3SycW0crfG/yZ38raIXvTV0tnDsmP0A5k1KqS/X3Q51J/X2bBwN7F46lkn4pIjaOiB9T/8E9NqX0hZTS0tJ+eu/MRT60MA+fc4atdbRCHvwrTCtpje9NGYRdcfxMdF4WzxmKiM0iYnxEHLpG+2Cgd6q/EvdF4LiI+EZEbL3GSywC/pBSGp5Suq99oq5M5iIfzEM+mIf8MBf5YB5UyuI5IxGxLfX3dfwo9Tep33T1sZTSLGBB1D89cCfg68DIlNKc0tco/NY7tf2irkzmIh/MQz6Yh/wwF/lgHrQmi+fsLAZ+BAwBtgWOiMKttaL+HrTDqV9DNQD4CTAzCo/vVKszF/lgHvLBPOSHucgH86AGNsg6gM4qpTQ/IpamlN6JiD9Tf6uaB6l/tPPUiPgvcG9K6faIGEL9PYJdu9kGzEU+mId8MA/5YS7ywTxoTd6qro1F/RO0dgSeSOu4l2ZE3ADcB1ye6h9lq1ZmLvLBPOSDecgPc5EP5kHlctlGG4qIM4BHgH2B0ns+dinZrips/gI4DNgmIj5bWGOlVmIu8sE85IN5yA9zkQ/mQc1h8dwGov6WNOOpv3DghJTSr1fftiZKnuYUEcNTSrUAKaV7qH+M86PAJ4HabKKvLOYiH8xDPpiH/DAX+WAe9F5YPLeiiFi9hnwxMAf4fUppRkRsHhHVEdEnpVQXEf0j4g/A5RGxVUR0j4jTgO2BU1NKR6x5pa6ax1zkg3nIB/OQH+YiH8yDWsI1z62g8CEcB3QFJqaUbouInYEvUX8V7sbA00A34FfUf1APTyldVvIa26SUXmr34CuMucgH85AP5iE/zEU+mAe1Bu+20UIREcBlwEbALcC3I2J74ArgIWA5cA6wCvg4cC5wcEppWmH8BimlVX4QW85c5IN5yAfzkB/mIh/Mg1qLxXPL9QH2AN6fUloUEW8AHwQ+mlL6Y0T8NaW0HCAiplH/G22fiFic6m+aviqzyCuPucgH85AP5iE/zEU+mAe1Ctc8t1BKaSEwCzit0HQfMBk4LCK2LPkg9gHOBpamlBamddwGR++NucgH85AP5iE/zEU+mAe1Fovn1vEPYI+IGJBSWkz9k4aWAwOi3teB/wLPpJS+mmWgnYC5yAfzkA/mIT/MRT6YB7WYxXPr+C8wn8JvsymlR6m/V2SvVH9F5iPAMSmlC7IKsBMxF/lgHvLBPOSHucgH86AWc81zK0gpzYuIG4FxETETmET9ozlXFY7/N8PwOhVzkQ/mIR/MQ36Yi3wwD2oN3qquFUXEMdRfoXsA8H8ppf/LOKROy1zkg3nIB/OQH+YiH8yDWsLiuZVFRFcgeVVu9sxFPpiHfDAP+WEu8sE86L2yeJYkSZLK5AWDkiRJUpksniVJkqQyWTxLkiRJZbJ4liRJkspk8SxJkiSVyeJZktpJRAyOiGlrtF0QEd9qxmvMioh+6+lzdhmv81BETImIlyLi9cL2lIg4ICJuKDceSepsfMKgJFWes4GL1tUhpTQSICJOA0aklMaUHL6/7UKTpI7NmWdJyoGIqImI/42I+yNiWkTsW2jfLCJuj4jHIuJXQJSMuTEiHomI6RExutA2DtiwMIv8p0LbpyLi4ULbryKiah1xFGfHI+K0wnv8MyJeiIgxEfHNQiwPRsSmhX7bR8SthVjujYhhbfeVkqRsWTxLUn70SikdAHwZuKrQdj7w35TSnsAEYJuS/p9NKe0NjAC+FhGbpZTGAu+klPZIKX0yIt4HnAgcmFLaA6gFPtmMmHYFTgH2BX4ELC3E8gBwaqHPeOCrhVi+BfyyuScuSR2FyzYkqf2s7ZGuq9v/DJBS+k9EbBQRfYFDgBMK7TdHxFsl474WER8pbA8ChgLz13jtI4C9gUkRAbAh8FozYr47pbQIWBQRC4B/FtqfAIZHRG/gAOCvhdcH6N6M15ekDsXiWZLaz3xgkzXaNgVeKGyvWVyntbQTEdXAkcD+KaWlEVED9GjiPQP4fUrprPcWMstLtutK9uuo/xnSBXi7MKstSRXPZRuS1E5SSouBeRFxBEBhzfAo4L+FLicW2g8CFqSUFgD/obDMIiKO4d3ie2PgrULhPAzYr+StVkZE18L2ncDHImKL1e8ZEdu24jktBF6IiI8XXj8iYvfWen1JyhuLZ0lqX6cC50bEFOAu4PsppecKx96KiPuBK4HPFdq+DxwSEY8CRwMvFdpvBTaIiKnAhcCDJe8xHpgaEX9KKT0JnAvcXuh7BzCglc/pk8DnIuJxYDpwfCu/viTlRqS0tiV4kqT2Ulh28a2U0uSsY5EkrZ0zz5IkSVKZnHmWJEmSyuTMsyRJklQmi2dJkiSpTBbPkiRJUpksniVJkqQyWTxLkiRJZbJ4liRJksr0/wFsZm5QlDGDfwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = pd.Series(reg.predict(X),index=mid_price.index)\n",
    "bkt_result = get_bkt_result(y_pred, mid_price, slippage=0)\n",
    "\n",
    "bkt_result['cumpnl'].plot(figsize=(12,6))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:26:01.328023Z",
     "start_time": "2021-07-25T05:26:00.688470Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "for slippage in [0, 0.00001, 0.00002, 0.00005]:\n",
    "    y_pred = pd.Series(reg.predict(X),index=mid_price.index)\n",
    "    bkt_result = get_bkt_result(y_pred, mid_price, slippage=slippage)\n",
    "    bkt_result['cumpnl'].plot()\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.2 Ridge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:26:06.622551Z",
     "start_time": "2021-07-25T05:26:06.613330Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0008191857642848577"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = Ridge(alpha=0.01).fit(X_train, y_train)\n",
    "reg.score(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:26:06.855154Z",
     "start_time": "2021-07-25T05:26:06.849213Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0006399306068316513"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:26:09.064270Z",
     "start_time": "2021-07-25T05:26:08.764364Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = pd.Series(reg.predict(X),index=mid_price.index)\n",
    "bkt_result = get_bkt_result(y_pred, mid_price, slippage=0)\n",
    "\n",
    "bkt_result['cumpnl'].plot(figsize=(12,6))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:26:10.583690Z",
     "start_time": "2021-07-25T05:26:09.941081Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "for slippage in [0, 0.00001, 0.00002, 0.00005]:\n",
    "    y_pred = pd.Series(reg.predict(X),index=mid_price.index)\n",
    "    bkt_result = get_bkt_result(y_pred, mid_price, slippage=slippage)\n",
    "    bkt_result['cumpnl'].plot()\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Forrest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:26:17.463048Z",
     "start_time": "2021-07-25T05:26:16.762419Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.009347328966818447"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg = RandomForestRegressor(max_depth=2, random_state=0).fit(X_train, y_train)\n",
    "reg.score(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:26:17.488749Z",
     "start_time": "2021-07-25T05:26:17.465687Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0036125075681857632"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.score(X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:26:19.209456Z",
     "start_time": "2021-07-25T05:26:18.944496Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred = pd.Series(reg.predict(X),index=mid_price.index)\n",
    "bkt_result = get_bkt_result(y_pred, mid_price, slippage=0)\n",
    "\n",
    "bkt_result['cumpnl'].plot(figsize=(12,6))\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-07-25T05:27:19.863956Z",
     "start_time": "2021-07-25T05:27:19.056678Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "for slippage in [0, 0.00001, 0.00002, 0.00005]:\n",
    "    y_pred = pd.Series(reg.predict(X),index=mid_price.index)\n",
    "    bkt_result = get_bkt_result(y_pred, mid_price, slippage=slippage)\n",
    "    bkt_result['cumpnl'].plot()\n",
    "plt.grid(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
